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제 1 장   알고리즘과의 첫 만남
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제 1 장   알고리즘과의 첫 만남
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1.1   어디에나 있는 알고리즘
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1.2   알고리즘이란 무엇인가
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1.3   요약
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제 2 장   복잡도 분석
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2.1   알고리즘 효율 평가
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<a class="md-nav__link" href="../../chapter_computational_complexity/iteration_and_recursion/">
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2.2   반복과 재귀
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2.3   시간 복잡도
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2.4   공간 복잡도
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2.5   요약
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2.6   연습 문제
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제 3 장   자료 구조
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제 3 장   자료 구조
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3.1   자료 구조의 분류
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3.2   기본 자료형
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3.3   수의 인코딩 *
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3.4   문자 인코딩 *
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<a class="md-nav__link" href="../../chapter_data_structure/summary/">
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3.5   요약
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3.6   연습 문제
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제 4 장   배열과 연결 리스트
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제 4 장   배열과 연결 리스트
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4.1   배열
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4.2   연결 리스트
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4.3   리스트
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4.4   메모리와 캐시 *
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4.5   요약
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4.6   연습 문제
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제 5 장   스택과 큐
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제 5 장   스택과 큐
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5.1   스택
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5.2   큐
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5.3   덱
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5.4   요약
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5.5   연습 문제
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제 6 장   해시 테이블
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제 6 장   해시 테이블
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6.1   해시 테이블
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6.2   해시 충돌
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6.3   해시 알고리즘
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6.4   요약
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6.5   연습 문제
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제 7 장   트리
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제 7 장   트리
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7.1   이진 트리
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<a class="md-nav__link" href="../../chapter_tree/binary_tree_traversal/">
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7.2   이진 트리 순회
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7.3   이진 트리의 배열 표현
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7.4   이진 탐색 트리
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<a class="md-nav__link" href="../../chapter_tree/avl_tree/">
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7.5   AVL 트리 *
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7.6   요약
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7.7   연습 문제
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제 8 장   힙
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<label class="md-nav__title" for="__nav_10">
<span class="md-nav__icon md-icon"></span>
제 8 장   힙
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_heap/heap/">
<span class="md-ellipsis">
8.1   힙
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_heap/build_heap/">
<span class="md-ellipsis">
8.2   힙 구성 연산
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_heap/top_k/">
<span class="md-ellipsis">
8.3   Top-k 문제
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_heap/summary/">
<span class="md-ellipsis">
8.4   요약
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_heap/exercises/">
<span class="md-ellipsis">
8.5   연습 문제
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_11" type="checkbox"/>
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<span class="md-ellipsis">
제 9 장   그래프
</span>
</a>
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<span class="md-nav__icon md-icon"></span>
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<label class="md-nav__title" for="__nav_11">
<span class="md-nav__icon md-icon"></span>
제 9 장   그래프
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_graph/graph/">
<span class="md-ellipsis">
9.1   그래프
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_graph/graph_operations/">
<span class="md-ellipsis">
9.2   그래프의 기본 연산
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_graph/graph_traversal/">
<span class="md-ellipsis">
9.3   그래프 순회
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_graph/summary/">
<span class="md-ellipsis">
9.4   요약
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_graph/exercises/">
<span class="md-ellipsis">
9.5   연습 문제
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_12" type="checkbox"/>
<div class="md-nav__link md-nav__container">
<a class="md-nav__link" href="../../chapter_searching/">
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<span class="md-ellipsis">
제 10 장   탐색
</span>
</a>
<label class="md-nav__link" for="__nav_12" id="__nav_12_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
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<label class="md-nav__title" for="__nav_12">
<span class="md-nav__icon md-icon"></span>
제 10 장   탐색
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_searching/binary_search/">
<span class="md-ellipsis">
10.1   이진 탐색
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_searching/binary_search_insertion/">
<span class="md-ellipsis">
10.2   이진 탐색으로 삽입 위치 찾기
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_searching/binary_search_edge/">
<span class="md-ellipsis">
10.3   이진 탐색으로 경계 찾기
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_searching/replace_linear_by_hashing/">
<span class="md-ellipsis">
10.4   해시를 이용한 최적화 전략
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_searching/searching_algorithm_revisited/">
<span class="md-ellipsis">
10.5   탐색 알고리즘 다시 보기
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_searching/summary/">
<span class="md-ellipsis">
10.6   요약
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_searching/exercises/">
<span class="md-ellipsis">
10.7   연습 문제
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_13" type="checkbox"/>
<div class="md-nav__link md-nav__container">
<a class="md-nav__link" href="../../chapter_sorting/">
<svg viewbox="0 0 24 24" xmlns="http://www.w3.org/2000/svg"><path d="M19 17h3l-4 4-4-4h3V3h2M2 17h10v2H2M6 5v2H2V5m0 6h7v2H2z"></path></svg>
<span class="md-ellipsis">
제 11 장   정렬
</span>
</a>
<label class="md-nav__link" for="__nav_13" id="__nav_13_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav aria-expanded="false" aria-labelledby="__nav_13_label" class="md-nav" data-md-level="1">
<label class="md-nav__title" for="__nav_13">
<span class="md-nav__icon md-icon"></span>
제 11 장   정렬
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/sorting_algorithm/">
<span class="md-ellipsis">
11.1   정렬 알고리즘
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/selection_sort/">
<span class="md-ellipsis">
11.2   선택 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/bubble_sort/">
<span class="md-ellipsis">
11.3   버블 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/insertion_sort/">
<span class="md-ellipsis">
11.4   삽입 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/quick_sort/">
<span class="md-ellipsis">
11.5   퀵 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/merge_sort/">
<span class="md-ellipsis">
11.6   병합 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/heap_sort/">
<span class="md-ellipsis">
11.7   힙 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/bucket_sort/">
<span class="md-ellipsis">
11.8   버킷 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/counting_sort/">
<span class="md-ellipsis">
11.9   계수 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/radix_sort/">
<span class="md-ellipsis">
11.10   기수 정렬
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/summary/">
<span class="md-ellipsis">
11.11   요약
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_sorting/exercises/">
<span class="md-ellipsis">
11.12   연습 문제
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_14" type="checkbox"/>
<div class="md-nav__link md-nav__container">
<a class="md-nav__link" href="../../chapter_divide_and_conquer/">
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<span class="md-ellipsis">
제 12 장   분할 정복
</span>
</a>
<label class="md-nav__link" for="__nav_14" id="__nav_14_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
</label>
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<label class="md-nav__title" for="__nav_14">
<span class="md-nav__icon md-icon"></span>
제 12 장   분할 정복
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_divide_and_conquer/divide_and_conquer/">
<span class="md-ellipsis">
12.1   분할 정복 알고리즘
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_divide_and_conquer/binary_search_recur/">
<span class="md-ellipsis">
12.2   분할 정복 탐색 전략
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_divide_and_conquer/build_binary_tree_problem/">
<span class="md-ellipsis">
12.3   이진 트리 구성 문제
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_divide_and_conquer/hanota_problem/">
<span class="md-ellipsis">
12.4   하노이의 탑 문제
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_divide_and_conquer/summary/">
<span class="md-ellipsis">
12.5   요약
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_divide_and_conquer/exercises/">
<span class="md-ellipsis">
12.6   연습 문제
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_15" type="checkbox"/>
<div class="md-nav__link md-nav__container">
<a class="md-nav__link" href="../../chapter_backtracking/">
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<span class="md-ellipsis">
제 13 장   백트래킹
</span>
</a>
<label class="md-nav__link" for="__nav_15" id="__nav_15_label" tabindex="0">
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<span class="md-nav__icon md-icon"></span>
제 13 장   백트래킹
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_backtracking/backtracking_algorithm/">
<span class="md-ellipsis">
13.1   백트래킹 알고리즘
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_backtracking/permutations_problem/">
<span class="md-ellipsis">
13.2   모든 순열 문제
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_backtracking/subset_sum_problem/">
<span class="md-ellipsis">
13.3   부분 집합 합 문제
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_backtracking/n_queens_problem/">
<span class="md-ellipsis">
13.4   n-퀸 문제
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_backtracking/summary/">
<span class="md-ellipsis">
13.5   요약
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../../chapter_backtracking/exercises/">
<span class="md-ellipsis">
13.6   연습 문제
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--active md-nav__item--nested">
<input checked="" class="md-nav__toggle md-toggle" id="__nav_16" type="checkbox"/>
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<a class="md-nav__link" href="../">
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<span class="md-ellipsis">
제 14 장   동적 계획법
</span>
</a>
<label class="md-nav__link" for="__nav_16" id="__nav_16_label" tabindex="0">
<span class="md-nav__icon md-icon"></span>
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<label class="md-nav__title" for="__nav_16">
<span class="md-nav__icon md-icon"></span>
제 14 장   동적 계획법
</label>
<ul class="md-nav__list" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="../intro_to_dynamic_programming/">
<span class="md-ellipsis">
14.1   동적 계획법 첫걸음
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../dp_problem_features/">
<span class="md-ellipsis">
14.2   동적 계획법 문제의 특성
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../dp_solution_pipeline/">
<span class="md-ellipsis">
14.3   동적 계획법 문제 풀이 방법
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../knapsack_problem/">
<span class="md-ellipsis">
14.4   0-1 배낭 문제
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../unbounded_knapsack_problem/">
<span class="md-ellipsis">
14.5   무한 배낭 문제
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--active">
<label class="md-nav__link md-nav__link--active" for="__toc">
<span class="md-ellipsis">
14.6   편집 거리 문제
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<a class="md-nav__link md-nav__link--active" href="././">
<span class="md-ellipsis">
14.6   편집 거리 문제
</span>
</a>
<nav aria-label="목차" class="md-nav md-nav--secondary">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
목차
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix="">
<li class="md-nav__item">
<a class="md-nav__link" href="#1">
<span class="md-ellipsis">
<span class="md-typeset">
1.   동적 계획법 접근
</span>
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#2">
<span class="md-ellipsis">
<span class="md-typeset">
2.   코드 구현
</span>
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="#3">
<span class="md-ellipsis">
<span class="md-typeset">
3.   공간 최적화
</span>
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../summary/">
<span class="md-ellipsis">
14.7   요약
</span>
</a>
</li>
<li class="md-nav__item">
<a class="md-nav__link" href="../exercises/">
<span class="md-ellipsis">
14.8   연습 문제
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" id="__nav_17" type="checkbox"/>
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<h1 id="146">14.6   편집 거리 문제<a class="headerlink" href="#146" title="고유 링크"></a></h1>
<p>편집 거리 또는 Levenshtein 거리는 두 문자열을 서로 바꾸는 데 필요한 최소 수정 횟수다. 정보 검색과 자연어 처리에서 두 시퀀스의 유사도를 측정할 때 자주 사용한다.</p>
<div class="admonition question">
<p class="admonition-title">문제</p>
<p>두 문자열 <span class="arithmatex">\(s\)</span>와 <span class="arithmatex">\(t\)</span>를 입력받아 <span class="arithmatex">\(s\)</span>를 <span class="arithmatex">\(t\)</span>로 바꾸는 데 필요한 최소 편집 횟수를 반환하라.</p>
<p>문자열에 문자를 하나 삽입하거나, 하나 삭제하거나, 한 문자를 임의의 다른 문자로 바꾸는 세 연산을 할 수 있다.</p>
</div>
<p>아래 그림(14-27)과 같이 <code>kitten</code>을 <code>sitting</code>으로 바꾸려면 교체 2회와 추가 1회로 총 3회 편집해야 한다. <code>hello</code>를 <code>algo</code>로 바꾸려면 교체 2회와 삭제 1회로 총 3회가 필요하다.</p>
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_example.png" data-dark-src="/assets/figure-svg/figures/c654bebea56c981a8eff6f1c.json" data-src="/assets/figure-svg/figures/66033461daa56520455f6b1b.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_example.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 예시 데이터</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_example.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 예시 데이터</object></ha-svg-figure></p>
<p align="center"> 그림 14-27   편집 거리 예시 데이터 </p>
<p><strong>편집 거리 문제는 의사 결정 트리 모형으로 자연스럽게 설명할 수 있다</strong>. 문자열은 트리 노드에, 한 번의 결정(편집 연산)은 간선 하나에 대응한다.</p>
<p>아래 그림(14-28)과 같이 연산을 제한하지 않으면 각 노드에서 다양한 연산에 대응하는 많은 간선이 뻗어 나온다. 즉, <code>hello</code>에서 <code>algo</code>로 가는 경로는 매우 많다.</p>
<p>의사 결정 트리의 관점에서 이 문제의 목표는 노드 <code>hello</code>와 노드 <code>algo</code> 사이의 최단 경로를 구하는 것이다.</p>
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_decision_tree.png" data-dark-src="/assets/figure-svg/figures/640107a24761e43b7d82ca87.json" data-src="/assets/figure-svg/figures/0997f9a5042dfd0b9ac92bc0.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_decision_tree.svg" data-theme="light" tabindex="-1" type="image/svg+xml">의사 결정 트리로 표현한 편집 거리 문제</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_decision_tree.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">의사 결정 트리로 표현한 편집 거리 문제</object></ha-svg-figure></p>
<p align="center"> 그림 14-28   의사 결정 트리로 표현한 편집 거리 문제 </p>
<h3 id="1">1.   동적 계획법 접근<a class="headerlink" href="#1" title="고유 링크"></a></h3>
<p><strong>1단계: 매 차례의 결정을 생각하고 상태를 정의하여 <span class="arithmatex">\(dp\)</span> 테이블을 얻는다</strong></p>
<p>매 차례의 결정은 문자열 <span class="arithmatex">\(s\)</span>에 편집 연산을 한 번 적용하는 것이다.</p>
<p>부분 문제를 만들려면 편집하는 동안 문제의 크기가 점차 줄어들어야 한다. 문자열 <span class="arithmatex">\(s\)</span>와 <span class="arithmatex">\(t\)</span>의 길이를 각각 <span class="arithmatex">\(n\)</span>과 <span class="arithmatex">\(m\)</span>이라고 하고, 두 문자열의 마지막 문자 <span class="arithmatex">\(s[n-1]\)</span>과 <span class="arithmatex">\(t[m-1]\)</span>을 먼저 살펴보자.</p>
<ul>
<li><span class="arithmatex">\(s[n-1]\)</span>과 <span class="arithmatex">\(t[m-1]\)</span>이 같으면 두 문자를 건너뛰고 <span class="arithmatex">\(s[n-2]\)</span>와 <span class="arithmatex">\(t[m-2]\)</span>를 바로 살펴볼 수 있다.</li>
<li><span class="arithmatex">\(s[n-1]\)</span>과 <span class="arithmatex">\(t[m-1]\)</span>이 다르면 <span class="arithmatex">\(s\)</span>에 편집(삽입, 삭제, 교체)을 한 번 적용하여 끝 문자가 같아지게 하고, 이를 건너뛰어 더 작은 문제를 살펴본다.</li>
</ul>
<p>즉, 문자열 <span class="arithmatex">\(s\)</span>에서 결정(편집 연산)을 할 때마다 <span class="arithmatex">\(s\)</span>와 <span class="arithmatex">\(t\)</span>에서 아직 맞추어야 하는 문자들이 달라진다. 따라서 현재 살펴보는 <span class="arithmatex">\(s\)</span>의 <span class="arithmatex">\(i\)</span> 번째 문자와 <span class="arithmatex">\(t\)</span>의 <span class="arithmatex">\(j\)</span> 번째 문자를 상태로 정의하고 <span class="arithmatex">\([i, j]\)</span>라고 한다.</p>
<p>상태 <span class="arithmatex">\([i, j]\)</span>의 부분 문제는 <strong><span class="arithmatex">\(s\)</span>의 앞 <span class="arithmatex">\(i\)</span> 개 문자를 <span class="arithmatex">\(t\)</span>의 앞 <span class="arithmatex">\(j\)</span> 개 문자로 바꾸는 최소 편집 횟수</strong>다.</p>
<p>이로써 <span class="arithmatex">\((n+1) \times (m+1)\)</span> 크기의 2차원 <span class="arithmatex">\(dp\)</span> 테이블을 얻는다.</p>
<p><strong>2단계: 최적 부분 구조를 찾아 상태 전이 식을 도출한다</strong></p>
<p>부분 문제 <span class="arithmatex">\(dp[i, j]\)</span>에 해당하는 두 문자열의 끝 문자는 <span class="arithmatex">\(s[i-1]\)</span>과 <span class="arithmatex">\(t[j-1]\)</span>이다. 편집 연산에 따라 아래 그림(14-29)의 세 경우로 나뉜다.</p>
<ol>
<li><span class="arithmatex">\(s[i-1]\)</span> 뒤에 <span class="arithmatex">\(t[j-1]\)</span>을 추가하면 부분 문제 <span class="arithmatex">\(dp[i, j-1]\)</span>이 남는다.</li>
<li><span class="arithmatex">\(s[i-1]\)</span>을 삭제하면 부분 문제 <span class="arithmatex">\(dp[i-1, j]\)</span>가 남는다.</li>
<li><span class="arithmatex">\(s[i-1]\)</span>을 <span class="arithmatex">\(t[j-1]\)</span>로 바꾸면 부분 문제 <span class="arithmatex">\(dp[i-1, j-1]\)</span>이 남는다.</li>
</ol>
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_state_transfer.png" data-dark-src="/assets/figure-svg/figures/1457c590cf1dfe55a6512c0f.json" data-src="/assets/figure-svg/figures/9fb762bcb06f08c7a52db361.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_state_transfer.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리의 상태 전이</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_state_transfer.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리의 상태 전이</object></ha-svg-figure></p>
<p align="center"> 그림 14-29   편집 거리의 상태 전이 </p>
<p>위 분석으로 최적 부분 구조를 얻는다. <span class="arithmatex">\(dp[i, j]\)</span>의 최소 편집 횟수는 <span class="arithmatex">\(dp[i, j-1]\)</span>, <span class="arithmatex">\(dp[i-1, j]\)</span>, <span class="arithmatex">\(dp[i-1, j-1]\)</span> 중 가장 작은 편집 횟수에 이번 편집 횟수 <span class="arithmatex">\(1\)</span>을 더한 값이다. 상태 전이 식은 다음과 같다.</p>
<div class="arithmatex">\[
dp[i, j] = \min(dp[i, j-1], dp[i-1, j], dp[i-1, j-1]) + 1
\]</div>
<p><strong><span class="arithmatex">\(s[i-1]\)</span>과 <span class="arithmatex">\(t[j-1]\)</span>이 같으면 현재 문자를 편집할 필요가 없으며</strong>, 이때 상태 전이 식은 다음과 같다.</p>
<div class="arithmatex">\[
dp[i, j] = dp[i-1, j-1]
\]</div>
<p><strong>3단계: 경계 조건과 상태 전이 순서를 정한다</strong></p>
<p>두 문자열이 모두 비어 있으면 편집 횟수는 <span class="arithmatex">\(0\)</span>이므로 <span class="arithmatex">\(dp[0, 0] = 0\)</span>이다. <span class="arithmatex">\(s\)</span>만 비어 있고 <span class="arithmatex">\(t\)</span>는 비어 있지 않으면 최소 편집 횟수는 <span class="arithmatex">\(t\)</span>의 길이이므로 첫 행은 <span class="arithmatex">\(dp[0, j] = j\)</span>다. 반대로 <span class="arithmatex">\(s\)</span>는 비어 있지 않고 <span class="arithmatex">\(t\)</span>가 비어 있으면 최소 편집 횟수는 <span class="arithmatex">\(s\)</span>의 길이이므로 첫 열은 <span class="arithmatex">\(dp[i, 0] = i\)</span>다.</p>
<p>상태 전이 식에서 <span class="arithmatex">\(dp[i, j]\)</span>는 왼쪽, 위쪽, 왼쪽 위의 해에 의존하므로 이중 반복문으로 전체 <span class="arithmatex">\(dp\)</span> 테이블을 정방향으로 순회하면 된다.</p>
<h3 id="2">2.   코드 구현<a class="headerlink" href="#2" title="고유 링크"></a></h3>
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<div class="highlight"><span class="filename">edit_distance.py</span><pre><span></span><code><a href="#__codelineno-0-1" id="__codelineno-0-1" name="__codelineno-0-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">edit_distance_dp</span><span class="p">(</span><span class="n">s</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
<a href="#__codelineno-0-2" id="__codelineno-0-2" name="__codelineno-0-2"></a><span class="w"> </span><span class="sd">"""편집 거리: 동적 계획법"""</span>
<a href="#__codelineno-0-3" id="__codelineno-0-3" name="__codelineno-0-3"></a> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
<a href="#__codelineno-0-4" id="__codelineno-0-4" name="__codelineno-0-4"></a> <span class="n">dp</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)]</span>
<a href="#__codelineno-0-5" id="__codelineno-0-5" name="__codelineno-0-5"></a> <span class="c1"># 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-0-6" id="__codelineno-0-6" name="__codelineno-0-6"></a> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<a href="#__codelineno-0-7" id="__codelineno-0-7" name="__codelineno-0-7"></a> <span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">i</span>
<a href="#__codelineno-0-8" id="__codelineno-0-8" name="__codelineno-0-8"></a> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<a href="#__codelineno-0-9" id="__codelineno-0-9" name="__codelineno-0-9"></a> <span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">j</span>
<a href="#__codelineno-0-10" id="__codelineno-0-10" name="__codelineno-0-10"></a> <span class="c1"># 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-0-11" id="__codelineno-0-11" name="__codelineno-0-11"></a> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<a href="#__codelineno-0-12" id="__codelineno-0-12" name="__codelineno-0-12"></a> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<a href="#__codelineno-0-13" id="__codelineno-0-13" name="__codelineno-0-13"></a> <span class="k">if</span> <span class="n">s</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">t</span><span class="p">[</span><span class="n">j</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]:</span>
<a href="#__codelineno-0-14" id="__codelineno-0-14" name="__codelineno-0-14"></a> <span class="c1"># 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-0-15" id="__codelineno-0-15" name="__codelineno-0-15"></a> <span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">dp</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">j</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
<a href="#__codelineno-0-16" id="__codelineno-0-16" name="__codelineno-0-16"></a> <span class="k">else</span><span class="p">:</span>
<a href="#__codelineno-0-17" id="__codelineno-0-17" name="__codelineno-0-17"></a> <span class="c1"># 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-0-18" id="__codelineno-0-18" name="__codelineno-0-18"></a> <span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span> <span class="n">dp</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="p">],</span> <span class="n">dp</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">j</span> <span class="o">-</span> <span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span>
<a href="#__codelineno-0-19" id="__codelineno-0-19" name="__codelineno-0-19"></a> <span class="k">return</span> <span class="n">dp</span><span class="p">[</span><span class="n">n</span><span class="p">][</span><span class="n">m</span><span class="p">]</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.cpp</span><pre><span></span><code><a href="#__codelineno-1-1" id="__codelineno-1-1" name="__codelineno-1-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-1-2" id="__codelineno-1-2" name="__codelineno-1-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">editDistanceDP</span><span class="p">(</span><span class="n">string</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="n">string</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-1-3" id="__codelineno-1-3" name="__codelineno-1-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">length</span><span class="p">(),</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">length</span><span class="p">();</span>
<a href="#__codelineno-1-4" id="__codelineno-1-4" name="__codelineno-1-4"></a><span class="w"> </span><span class="n">vector</span><span class="o">&lt;</span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">int</span><span class="o">&gt;&gt;</span><span class="w"> </span><span class="n">dp</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">int</span><span class="o">&gt;</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">));</span>
<a href="#__codelineno-1-5" id="__codelineno-1-5" name="__codelineno-1-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-1-6" id="__codelineno-1-6" name="__codelineno-1-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-1-7" id="__codelineno-1-7" name="__codelineno-1-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-1-8" id="__codelineno-1-8" name="__codelineno-1-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-1-9" id="__codelineno-1-9" name="__codelineno-1-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-1-10" id="__codelineno-1-10" name="__codelineno-1-10"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-1-11" id="__codelineno-1-11" name="__codelineno-1-11"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-1-12" id="__codelineno-1-12" name="__codelineno-1-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-1-13" id="__codelineno-1-13" name="__codelineno-1-13"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-1-14" id="__codelineno-1-14" name="__codelineno-1-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-1-15" id="__codelineno-1-15" name="__codelineno-1-15"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-1-16" id="__codelineno-1-16" name="__codelineno-1-16"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-1-17" id="__codelineno-1-17" name="__codelineno-1-17"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-1-18" id="__codelineno-1-18" name="__codelineno-1-18"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-1-19" id="__codelineno-1-19" name="__codelineno-1-19"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-1-20" id="__codelineno-1-20" name="__codelineno-1-20"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-1-21" id="__codelineno-1-21" name="__codelineno-1-21"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-1-22" id="__codelineno-1-22" name="__codelineno-1-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-1-23" id="__codelineno-1-23" name="__codelineno-1-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-1-24" id="__codelineno-1-24" name="__codelineno-1-24"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">n</span><span class="p">][</span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-1-25" id="__codelineno-1-25" name="__codelineno-1-25"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.java</span><pre><span></span><code><a href="#__codelineno-2-1" id="__codelineno-2-1" name="__codelineno-2-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-2-2" id="__codelineno-2-2" name="__codelineno-2-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">editDistanceDP</span><span class="p">(</span><span class="n">String</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="n">String</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-2-3" id="__codelineno-2-3" name="__codelineno-2-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="na">length</span><span class="p">(),</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="na">length</span><span class="p">();</span>
<a href="#__codelineno-2-4" id="__codelineno-2-4" name="__codelineno-2-4"></a><span class="w"> </span><span class="kt">int</span><span class="o">[][]</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="kt">int</span><span class="o">[</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="o">][</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">;</span>
<a href="#__codelineno-2-5" id="__codelineno-2-5" name="__codelineno-2-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-2-6" id="__codelineno-2-6" name="__codelineno-2-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-2-7" id="__codelineno-2-7" name="__codelineno-2-7"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="mi">0</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-2-8" id="__codelineno-2-8" name="__codelineno-2-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-2-9" id="__codelineno-2-9" name="__codelineno-2-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-2-10" id="__codelineno-2-10" name="__codelineno-2-10"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="mi">0</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-2-11" id="__codelineno-2-11" name="__codelineno-2-11"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-2-12" id="__codelineno-2-12" name="__codelineno-2-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-2-13" id="__codelineno-2-13" name="__codelineno-2-13"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-2-14" id="__codelineno-2-14" name="__codelineno-2-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-2-15" id="__codelineno-2-15" name="__codelineno-2-15"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">.</span><span class="na">charAt</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="na">charAt</span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-2-16" id="__codelineno-2-16" name="__codelineno-2-16"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-2-17" id="__codelineno-2-17" name="__codelineno-2-17"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">;</span>
<a href="#__codelineno-2-18" id="__codelineno-2-18" name="__codelineno-2-18"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-2-19" id="__codelineno-2-19" name="__codelineno-2-19"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-2-20" id="__codelineno-2-20" name="__codelineno-2-20"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Math</span><span class="p">.</span><span class="na">min</span><span class="p">(</span><span class="n">Math</span><span class="p">.</span><span class="na">min</span><span class="p">(</span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="p">),</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-2-21" id="__codelineno-2-21" name="__codelineno-2-21"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-2-22" id="__codelineno-2-22" name="__codelineno-2-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-2-23" id="__codelineno-2-23" name="__codelineno-2-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-2-24" id="__codelineno-2-24" name="__codelineno-2-24"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">n</span><span class="o">][</span><span class="n">m</span><span class="o">]</span><span class="p">;</span>
<a href="#__codelineno-2-25" id="__codelineno-2-25" name="__codelineno-2-25"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.cs</span><pre><span></span><code><a href="#__codelineno-3-1" id="__codelineno-3-1" name="__codelineno-3-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-3-2" id="__codelineno-3-2" name="__codelineno-3-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">EditDistanceDP</span><span class="p">(</span><span class="kt">string</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-3-3" id="__codelineno-3-3" name="__codelineno-3-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">Length</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">Length</span><span class="p">;</span>
<a href="#__codelineno-3-4" id="__codelineno-3-4" name="__codelineno-3-4"></a><span class="w"> </span><span class="kt">int</span><span class="p">[,]</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="kt">int</span><span class="p">[</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-3-5" id="__codelineno-3-5" name="__codelineno-3-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-3-6" id="__codelineno-3-6" name="__codelineno-3-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-3-7" id="__codelineno-3-7" name="__codelineno-3-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-3-8" id="__codelineno-3-8" name="__codelineno-3-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-3-9" id="__codelineno-3-9" name="__codelineno-3-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-3-10" id="__codelineno-3-10" name="__codelineno-3-10"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-3-11" id="__codelineno-3-11" name="__codelineno-3-11"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-3-12" id="__codelineno-3-12" name="__codelineno-3-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-3-13" id="__codelineno-3-13" name="__codelineno-3-13"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-3-14" id="__codelineno-3-14" name="__codelineno-3-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-3-15" id="__codelineno-3-15" name="__codelineno-3-15"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-3-16" id="__codelineno-3-16" name="__codelineno-3-16"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-3-17" id="__codelineno-3-17" name="__codelineno-3-17"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="w"> </span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-3-18" id="__codelineno-3-18" name="__codelineno-3-18"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-3-19" id="__codelineno-3-19" name="__codelineno-3-19"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-3-20" id="__codelineno-3-20" name="__codelineno-3-20"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="w"> </span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Math</span><span class="p">.</span><span class="n">Min</span><span class="p">(</span><span class="n">Math</span><span class="p">.</span><span class="n">Min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-3-21" id="__codelineno-3-21" name="__codelineno-3-21"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-3-22" id="__codelineno-3-22" name="__codelineno-3-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-3-23" id="__codelineno-3-23" name="__codelineno-3-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-3-24" id="__codelineno-3-24" name="__codelineno-3-24"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">n</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-3-25" id="__codelineno-3-25" name="__codelineno-3-25"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.go</span><pre><span></span><code><a href="#__codelineno-4-1" id="__codelineno-4-1" name="__codelineno-4-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-4-2" id="__codelineno-4-2" name="__codelineno-4-2"></a><span class="kd">func</span><span class="w"> </span><span class="nx">editDistanceDP</span><span class="p">(</span><span class="nx">s</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span><span class="w"> </span><span class="nx">t</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-3" id="__codelineno-4-3" name="__codelineno-4-3"></a><span class="w"> </span><span class="nx">n</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nb">len</span><span class="p">(</span><span class="nx">s</span><span class="p">)</span>
<a href="#__codelineno-4-4" id="__codelineno-4-4" name="__codelineno-4-4"></a><span class="w"> </span><span class="nx">m</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nb">len</span><span class="p">(</span><span class="nx">t</span><span class="p">)</span>
<a href="#__codelineno-4-5" id="__codelineno-4-5" name="__codelineno-4-5"></a><span class="w"> </span><span class="nx">dp</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nb">make</span><span class="p">([][]</span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="nx">n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-4-6" id="__codelineno-4-6" name="__codelineno-4-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-7" id="__codelineno-4-7" name="__codelineno-4-7"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">make</span><span class="p">([]</span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="nx">m</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-4-8" id="__codelineno-4-8" name="__codelineno-4-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-4-9" id="__codelineno-4-9" name="__codelineno-4-9"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-4-10" id="__codelineno-4-10" name="__codelineno-4-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-11" id="__codelineno-4-11" name="__codelineno-4-11"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">i</span>
<a href="#__codelineno-4-12" id="__codelineno-4-12" name="__codelineno-4-12"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-4-13" id="__codelineno-4-13" name="__codelineno-4-13"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-14" id="__codelineno-4-14" name="__codelineno-4-14"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">j</span>
<a href="#__codelineno-4-15" id="__codelineno-4-15" name="__codelineno-4-15"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-4-16" id="__codelineno-4-16" name="__codelineno-4-16"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-4-17" id="__codelineno-4-17" name="__codelineno-4-17"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-18" id="__codelineno-4-18" name="__codelineno-4-18"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-19" id="__codelineno-4-19" name="__codelineno-4-19"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nx">s</span><span class="p">[</span><span class="nx">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="nx">t</span><span class="p">[</span><span class="nx">j</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-20" id="__codelineno-4-20" name="__codelineno-4-20"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-4-21" id="__codelineno-4-21" name="__codelineno-4-21"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="nx">j</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<a href="#__codelineno-4-22" id="__codelineno-4-22" name="__codelineno-4-22"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-4-23" id="__codelineno-4-23" name="__codelineno-4-23"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-4-24" id="__codelineno-4-24" name="__codelineno-4-24"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">MinInt</span><span class="p">(</span><span class="nx">MinInt</span><span class="p">(</span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="nx">j</span><span class="p">]),</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="nx">j</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
<a href="#__codelineno-4-25" id="__codelineno-4-25" name="__codelineno-4-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-4-26" id="__codelineno-4-26" name="__codelineno-4-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-4-27" id="__codelineno-4-27" name="__codelineno-4-27"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-4-28" id="__codelineno-4-28" name="__codelineno-4-28"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">n</span><span class="p">][</span><span class="nx">m</span><span class="p">]</span>
<a href="#__codelineno-4-29" id="__codelineno-4-29" name="__codelineno-4-29"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.swift</span><pre><span></span><code><a href="#__codelineno-5-1" id="__codelineno-5-1" name="__codelineno-5-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-5-2" id="__codelineno-5-2" name="__codelineno-5-2"></a><span class="kd">func</span><span class="w"> </span><span class="nf">editDistanceDP</span><span class="p">(</span><span class="n">s</span><span class="p">:</span><span class="w"> </span><span class="nb">String</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">:</span><span class="w"> </span><span class="nb">String</span><span class="p">)</span><span class="w"> </span><span class="p">-&gt;</span><span class="w"> </span><span class="nb">Int</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-5-3" id="__codelineno-5-3" name="__codelineno-5-3"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nv">n</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">.</span><span class="bp">count</span>
<a href="#__codelineno-5-4" id="__codelineno-5-4" name="__codelineno-5-4"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nv">m</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">.</span><span class="bp">count</span>
<a href="#__codelineno-5-5" id="__codelineno-5-5" name="__codelineno-5-5"></a><span class="w"> </span><span class="kd">var</span><span class="w"> </span><span class="nv">dp</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="nb">Array</span><span class="p">(</span><span class="n">repeating</span><span class="p">:</span><span class="w"> </span><span class="nb">Array</span><span class="p">(</span><span class="n">repeating</span><span class="p">:</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="bp">count</span><span class="p">:</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">),</span><span class="w"> </span><span class="bp">count</span><span class="p">:</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-5-6" id="__codelineno-5-6" name="__codelineno-5-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-5-7" id="__codelineno-5-7" name="__codelineno-5-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-5-8" id="__codelineno-5-8" name="__codelineno-5-8"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">i</span>
<a href="#__codelineno-5-9" id="__codelineno-5-9" name="__codelineno-5-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-5-10" id="__codelineno-5-10" name="__codelineno-5-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-5-11" id="__codelineno-5-11" name="__codelineno-5-11"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">j</span>
<a href="#__codelineno-5-12" id="__codelineno-5-12" name="__codelineno-5-12"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-5-13" id="__codelineno-5-13" name="__codelineno-5-13"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-5-14" id="__codelineno-5-14" name="__codelineno-5-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-5-15" id="__codelineno-5-15" name="__codelineno-5-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-5-16" id="__codelineno-5-16" name="__codelineno-5-16"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="p">==</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-5-17" id="__codelineno-5-17" name="__codelineno-5-17"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-5-18" id="__codelineno-5-18" name="__codelineno-5-18"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span>
<a href="#__codelineno-5-19" id="__codelineno-5-19" name="__codelineno-5-19"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-5-20" id="__codelineno-5-20" name="__codelineno-5-20"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-5-21" id="__codelineno-5-21" name="__codelineno-5-21"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="bp">min</span><span class="p">(</span><span class="bp">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
<a href="#__codelineno-5-22" id="__codelineno-5-22" name="__codelineno-5-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-5-23" id="__codelineno-5-23" name="__codelineno-5-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-5-24" id="__codelineno-5-24" name="__codelineno-5-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-5-25" id="__codelineno-5-25" name="__codelineno-5-25"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">n</span><span class="p">][</span><span class="n">m</span><span class="p">]</span>
<a href="#__codelineno-5-26" id="__codelineno-5-26" name="__codelineno-5-26"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.js</span><pre><span></span><code><a href="#__codelineno-6-1" id="__codelineno-6-1" name="__codelineno-6-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-6-2" id="__codelineno-6-2" name="__codelineno-6-2"></a><span class="kd">function</span><span class="w"> </span><span class="nx">editDistanceDP</span><span class="p">(</span><span class="nx">s</span><span class="p">,</span><span class="w"> </span><span class="nx">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-6-3" id="__codelineno-6-3" name="__codelineno-6-3"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">s</span><span class="p">.</span><span class="nx">length</span><span class="p">,</span>
<a href="#__codelineno-6-4" id="__codelineno-6-4" name="__codelineno-6-4"></a><span class="w"> </span><span class="nx">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">length</span><span class="p">;</span>
<a href="#__codelineno-6-5" id="__codelineno-6-5" name="__codelineno-6-5"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Array</span><span class="p">.</span><span class="kr">from</span><span class="p">({</span><span class="w"> </span><span class="nx">length</span><span class="o">:</span><span class="w"> </span><span class="nx">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="w"> </span><span class="p">},</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="p">=&gt;</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nb">Array</span><span class="p">(</span><span class="nx">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="p">).</span><span class="nx">fill</span><span class="p">(</span><span class="mf">0</span><span class="p">));</span>
<a href="#__codelineno-6-6" id="__codelineno-6-6" name="__codelineno-6-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-6-7" id="__codelineno-6-7" name="__codelineno-6-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-6-8" id="__codelineno-6-8" name="__codelineno-6-8"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="mf">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">i</span><span class="p">;</span>
<a href="#__codelineno-6-9" id="__codelineno-6-9" name="__codelineno-6-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-6-10" id="__codelineno-6-10" name="__codelineno-6-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-6-11" id="__codelineno-6-11" name="__codelineno-6-11"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mf">0</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">j</span><span class="p">;</span>
<a href="#__codelineno-6-12" id="__codelineno-6-12" name="__codelineno-6-12"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-6-13" id="__codelineno-6-13" name="__codelineno-6-13"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-6-14" id="__codelineno-6-14" name="__codelineno-6-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-6-15" id="__codelineno-6-15" name="__codelineno-6-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-6-16" id="__codelineno-6-16" name="__codelineno-6-16"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="nx">s</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">)</span><span class="w"> </span><span class="o">===</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-6-17" id="__codelineno-6-17" name="__codelineno-6-17"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-6-18" id="__codelineno-6-18" name="__codelineno-6-18"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">][</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">];</span>
<a href="#__codelineno-6-19" id="__codelineno-6-19" name="__codelineno-6-19"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-6-20" id="__codelineno-6-20" name="__codelineno-6-20"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-6-21" id="__codelineno-6-21" name="__codelineno-6-21"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span>
<a href="#__codelineno-6-22" id="__codelineno-6-22" name="__codelineno-6-22"></a><span class="w"> </span><span class="nb">Math</span><span class="p">.</span><span class="nx">min</span><span class="p">(</span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">][</span><span class="nx">j</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">][</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span>
<a href="#__codelineno-6-23" id="__codelineno-6-23" name="__codelineno-6-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-6-24" id="__codelineno-6-24" name="__codelineno-6-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-6-25" id="__codelineno-6-25" name="__codelineno-6-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-6-26" id="__codelineno-6-26" name="__codelineno-6-26"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">n</span><span class="p">][</span><span class="nx">m</span><span class="p">];</span>
<a href="#__codelineno-6-27" id="__codelineno-6-27" name="__codelineno-6-27"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.ts</span><pre><span></span><code><a href="#__codelineno-7-1" id="__codelineno-7-1" name="__codelineno-7-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-7-2" id="__codelineno-7-2" name="__codelineno-7-2"></a><span class="kd">function</span><span class="w"> </span><span class="nx">editDistanceDP</span><span class="p">(</span><span class="nx">s</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span><span class="w"> </span><span class="nx">t</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-7-3" id="__codelineno-7-3" name="__codelineno-7-3"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">s</span><span class="p">.</span><span class="nx">length</span><span class="p">,</span>
<a href="#__codelineno-7-4" id="__codelineno-7-4" name="__codelineno-7-4"></a><span class="w"> </span><span class="nx">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">length</span><span class="p">;</span>
<a href="#__codelineno-7-5" id="__codelineno-7-5" name="__codelineno-7-5"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Array</span><span class="p">.</span><span class="kr">from</span><span class="p">({</span><span class="w"> </span><span class="nx">length</span><span class="o">:</span><span class="w"> </span><span class="kt">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="w"> </span><span class="p">},</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="p">=&gt;</span>
<a href="#__codelineno-7-6" id="__codelineno-7-6" name="__codelineno-7-6"></a><span class="w"> </span><span class="nb">Array</span><span class="p">.</span><span class="kr">from</span><span class="p">({</span><span class="w"> </span><span class="nx">length</span><span class="o">:</span><span class="w"> </span><span class="kt">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="w"> </span><span class="p">},</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="p">=&gt;</span><span class="w"> </span><span class="mf">0</span><span class="p">)</span>
<a href="#__codelineno-7-7" id="__codelineno-7-7" name="__codelineno-7-7"></a><span class="w"> </span><span class="p">);</span>
<a href="#__codelineno-7-8" id="__codelineno-7-8" name="__codelineno-7-8"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-7-9" id="__codelineno-7-9" name="__codelineno-7-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-7-10" id="__codelineno-7-10" name="__codelineno-7-10"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="mf">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">i</span><span class="p">;</span>
<a href="#__codelineno-7-11" id="__codelineno-7-11" name="__codelineno-7-11"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-7-12" id="__codelineno-7-12" name="__codelineno-7-12"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-7-13" id="__codelineno-7-13" name="__codelineno-7-13"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mf">0</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">j</span><span class="p">;</span>
<a href="#__codelineno-7-14" id="__codelineno-7-14" name="__codelineno-7-14"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-7-15" id="__codelineno-7-15" name="__codelineno-7-15"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-7-16" id="__codelineno-7-16" name="__codelineno-7-16"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-7-17" id="__codelineno-7-17" name="__codelineno-7-17"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-7-18" id="__codelineno-7-18" name="__codelineno-7-18"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="nx">s</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">)</span><span class="w"> </span><span class="o">===</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-7-19" id="__codelineno-7-19" name="__codelineno-7-19"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-7-20" id="__codelineno-7-20" name="__codelineno-7-20"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">][</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">];</span>
<a href="#__codelineno-7-21" id="__codelineno-7-21" name="__codelineno-7-21"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-7-22" id="__codelineno-7-22" name="__codelineno-7-22"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-7-23" id="__codelineno-7-23" name="__codelineno-7-23"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span>
<a href="#__codelineno-7-24" id="__codelineno-7-24" name="__codelineno-7-24"></a><span class="w"> </span><span class="nb">Math</span><span class="p">.</span><span class="nx">min</span><span class="p">(</span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="p">][</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">][</span><span class="nx">j</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">][</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span>
<a href="#__codelineno-7-25" id="__codelineno-7-25" name="__codelineno-7-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-7-26" id="__codelineno-7-26" name="__codelineno-7-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-7-27" id="__codelineno-7-27" name="__codelineno-7-27"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-7-28" id="__codelineno-7-28" name="__codelineno-7-28"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">n</span><span class="p">][</span><span class="nx">m</span><span class="p">];</span>
<a href="#__codelineno-7-29" id="__codelineno-7-29" name="__codelineno-7-29"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.dart</span><pre><span></span><code><a href="#__codelineno-8-1" id="__codelineno-8-1" name="__codelineno-8-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-8-2" id="__codelineno-8-2" name="__codelineno-8-2"></a><span class="kt">int</span><span class="w"> </span><span class="n">editDistanceDP</span><span class="p">(</span><span class="kt">String</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="kt">String</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-8-3" id="__codelineno-8-3" name="__codelineno-8-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">length</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">length</span><span class="p">;</span>
<a href="#__codelineno-8-4" id="__codelineno-8-4" name="__codelineno-8-4"></a><span class="w"> </span><span class="n">List</span><span class="o">&lt;</span><span class="n">List</span><span class="o">&lt;</span><span class="kt">int</span><span class="o">&gt;&gt;</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">List</span><span class="p">.</span><span class="n">generate</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="p">(</span><span class="n">_</span><span class="p">)</span><span class="w"> </span><span class="o">=&gt;</span><span class="w"> </span><span class="n">List</span><span class="p">.</span><span class="n">filled</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">));</span>
<a href="#__codelineno-8-5" id="__codelineno-8-5" name="__codelineno-8-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-8-6" id="__codelineno-8-6" name="__codelineno-8-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-8-7" id="__codelineno-8-7" name="__codelineno-8-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="m">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-8-8" id="__codelineno-8-8" name="__codelineno-8-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-8-9" id="__codelineno-8-9" name="__codelineno-8-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-8-10" id="__codelineno-8-10" name="__codelineno-8-10"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="m">0</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-8-11" id="__codelineno-8-11" name="__codelineno-8-11"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-8-12" id="__codelineno-8-12" name="__codelineno-8-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-8-13" id="__codelineno-8-13" name="__codelineno-8-13"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-8-14" id="__codelineno-8-14" name="__codelineno-8-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-8-15" id="__codelineno-8-15" name="__codelineno-8-15"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-8-16" id="__codelineno-8-16" name="__codelineno-8-16"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-8-17" id="__codelineno-8-17" name="__codelineno-8-17"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">];</span>
<a href="#__codelineno-8-18" id="__codelineno-8-18" name="__codelineno-8-18"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-8-19" id="__codelineno-8-19" name="__codelineno-8-19"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-8-20" id="__codelineno-8-20" name="__codelineno-8-20"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">][</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">;</span>
<a href="#__codelineno-8-21" id="__codelineno-8-21" name="__codelineno-8-21"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-8-22" id="__codelineno-8-22" name="__codelineno-8-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-8-23" id="__codelineno-8-23" name="__codelineno-8-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-8-24" id="__codelineno-8-24" name="__codelineno-8-24"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">n</span><span class="p">][</span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-8-25" id="__codelineno-8-25" name="__codelineno-8-25"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.rs</span><pre><span></span><code><a href="#__codelineno-9-1" id="__codelineno-9-1" name="__codelineno-9-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-9-2" id="__codelineno-9-2" name="__codelineno-9-2"></a><span class="k">fn</span><span class="w"> </span><span class="nf">edit_distance_dp</span><span class="p">(</span><span class="n">s</span><span class="p">:</span><span class="w"> </span><span class="kp">&amp;</span><span class="kt">str</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">:</span><span class="w"> </span><span class="kp">&amp;</span><span class="kt">str</span><span class="p">)</span><span class="w"> </span><span class="p">-&gt;</span><span class="w"> </span><span class="kt">i32</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-9-3" id="__codelineno-9-3" name="__codelineno-9-3"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">.</span><span class="n">len</span><span class="p">(),</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">len</span><span class="p">());</span>
<a href="#__codelineno-9-4" id="__codelineno-9-4" name="__codelineno-9-4"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="fm">vec!</span><span class="p">[</span><span class="fm">vec!</span><span class="p">[</span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-9-5" id="__codelineno-9-5" name="__codelineno-9-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-9-6" id="__codelineno-9-6" name="__codelineno-9-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">..=</span><span class="n">n</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-9-7" id="__codelineno-9-7" name="__codelineno-9-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="kt">i32</span><span class="p">;</span>
<a href="#__codelineno-9-8" id="__codelineno-9-8" name="__codelineno-9-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-9-9" id="__codelineno-9-9" name="__codelineno-9-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">..</span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-9-10" id="__codelineno-9-10" name="__codelineno-9-10"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="kt">i32</span><span class="p">;</span>
<a href="#__codelineno-9-11" id="__codelineno-9-11" name="__codelineno-9-11"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-9-12" id="__codelineno-9-12" name="__codelineno-9-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-9-13" id="__codelineno-9-13" name="__codelineno-9-13"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">..=</span><span class="n">n</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-9-14" id="__codelineno-9-14" name="__codelineno-9-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">..=</span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-9-15" id="__codelineno-9-15" name="__codelineno-9-15"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">chars</span><span class="p">().</span><span class="n">nth</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">chars</span><span class="p">().</span><span class="n">nth</span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-9-16" id="__codelineno-9-16" name="__codelineno-9-16"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-9-17" id="__codelineno-9-17" name="__codelineno-9-17"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-9-18" id="__codelineno-9-18" name="__codelineno-9-18"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-9-19" id="__codelineno-9-19" name="__codelineno-9-19"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-9-20" id="__codelineno-9-20" name="__codelineno-9-20"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span>
<a href="#__codelineno-9-21" id="__codelineno-9-21" name="__codelineno-9-21"></a><span class="w"> </span><span class="n">std</span><span class="p">::</span><span class="n">cmp</span><span class="p">::</span><span class="n">min</span><span class="p">(</span><span class="n">std</span><span class="p">::</span><span class="n">cmp</span><span class="p">::</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-9-22" id="__codelineno-9-22" name="__codelineno-9-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-9-23" id="__codelineno-9-23" name="__codelineno-9-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-9-24" id="__codelineno-9-24" name="__codelineno-9-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-9-25" id="__codelineno-9-25" name="__codelineno-9-25"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">n</span><span class="p">][</span><span class="n">m</span><span class="p">]</span>
<a href="#__codelineno-9-26" id="__codelineno-9-26" name="__codelineno-9-26"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.c</span><pre><span></span><code><a href="#__codelineno-10-1" id="__codelineno-10-1" name="__codelineno-10-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-10-2" id="__codelineno-10-2" name="__codelineno-10-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">editDistanceDP</span><span class="p">(</span><span class="kt">char</span><span class="w"> </span><span class="o">*</span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="kt">char</span><span class="w"> </span><span class="o">*</span><span class="n">t</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">m</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-3" id="__codelineno-10-3" name="__codelineno-10-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">**</span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">malloc</span><span class="p">((</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">sizeof</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">));</span>
<a href="#__codelineno-10-4" id="__codelineno-10-4" name="__codelineno-10-4"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-5" id="__codelineno-10-5" name="__codelineno-10-5"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">calloc</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">sizeof</span><span class="p">(</span><span class="kt">int</span><span class="p">));</span>
<a href="#__codelineno-10-6" id="__codelineno-10-6" name="__codelineno-10-6"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-10-7" id="__codelineno-10-7" name="__codelineno-10-7"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-10-8" id="__codelineno-10-8" name="__codelineno-10-8"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-9" id="__codelineno-10-9" name="__codelineno-10-9"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-10-10" id="__codelineno-10-10" name="__codelineno-10-10"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-10-11" id="__codelineno-10-11" name="__codelineno-10-11"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-12" id="__codelineno-10-12" name="__codelineno-10-12"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-10-13" id="__codelineno-10-13" name="__codelineno-10-13"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-10-14" id="__codelineno-10-14" name="__codelineno-10-14"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-10-15" id="__codelineno-10-15" name="__codelineno-10-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-16" id="__codelineno-10-16" name="__codelineno-10-16"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-17" id="__codelineno-10-17" name="__codelineno-10-17"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-18" id="__codelineno-10-18" name="__codelineno-10-18"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-10-19" id="__codelineno-10-19" name="__codelineno-10-19"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-10-20" id="__codelineno-10-20" name="__codelineno-10-20"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-21" id="__codelineno-10-21" name="__codelineno-10-21"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-10-22" id="__codelineno-10-22" name="__codelineno-10-22"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myMin</span><span class="p">(</span><span class="n">myMin</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-10-23" id="__codelineno-10-23" name="__codelineno-10-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-10-24" id="__codelineno-10-24" name="__codelineno-10-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-10-25" id="__codelineno-10-25" name="__codelineno-10-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-10-26" id="__codelineno-10-26" name="__codelineno-10-26"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">n</span><span class="p">][</span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-10-27" id="__codelineno-10-27" name="__codelineno-10-27"></a><span class="w"> </span><span class="c1">// 메모리 해제</span>
<a href="#__codelineno-10-28" id="__codelineno-10-28" name="__codelineno-10-28"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-10-29" id="__codelineno-10-29" name="__codelineno-10-29"></a><span class="w"> </span><span class="n">free</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">i</span><span class="p">]);</span>
<a href="#__codelineno-10-30" id="__codelineno-10-30" name="__codelineno-10-30"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-10-31" id="__codelineno-10-31" name="__codelineno-10-31"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">res</span><span class="p">;</span>
<a href="#__codelineno-10-32" id="__codelineno-10-32" name="__codelineno-10-32"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.kt</span><pre><span></span><code><a href="#__codelineno-11-1" id="__codelineno-11-1" name="__codelineno-11-1"></a><span class="cm">/* 편집 거리: 동적 계획법 */</span>
<a href="#__codelineno-11-2" id="__codelineno-11-2" name="__codelineno-11-2"></a><span class="kd">fun</span><span class="w"> </span><span class="nf">editDistanceDP</span><span class="p">(</span><span class="n">s</span><span class="p">:</span><span class="w"> </span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">:</span><span class="w"> </span><span class="kt">String</span><span class="p">):</span><span class="w"> </span><span class="kt">Int</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-11-3" id="__codelineno-11-3" name="__codelineno-11-3"></a><span class="w"> </span><span class="kd">val</span><span class="w"> </span><span class="nv">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="na">length</span>
<a href="#__codelineno-11-4" id="__codelineno-11-4" name="__codelineno-11-4"></a><span class="w"> </span><span class="kd">val</span><span class="w"> </span><span class="nv">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="na">length</span>
<a href="#__codelineno-11-5" id="__codelineno-11-5" name="__codelineno-11-5"></a><span class="w"> </span><span class="kd">val</span><span class="w"> </span><span class="nv">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Array</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="n">IntArray</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">)</span><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-11-6" id="__codelineno-11-6" name="__codelineno-11-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-11-7" id="__codelineno-11-7" name="__codelineno-11-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="m">1.</span><span class="p">.</span><span class="na">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-11-8" id="__codelineno-11-8" name="__codelineno-11-8"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="m">0</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span>
<a href="#__codelineno-11-9" id="__codelineno-11-9" name="__codelineno-11-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-11-10" id="__codelineno-11-10" name="__codelineno-11-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="m">1.</span><span class="p">.</span><span class="na">m</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-11-11" id="__codelineno-11-11" name="__codelineno-11-11"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="m">0</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span>
<a href="#__codelineno-11-12" id="__codelineno-11-12" name="__codelineno-11-12"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-11-13" id="__codelineno-11-13" name="__codelineno-11-13"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-11-14" id="__codelineno-11-14" name="__codelineno-11-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="m">1.</span><span class="p">.</span><span class="na">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-11-15" id="__codelineno-11-15" name="__codelineno-11-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="m">1.</span><span class="p">.</span><span class="na">m</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-11-16" id="__codelineno-11-16" name="__codelineno-11-16"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="o">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-11-17" id="__codelineno-11-17" name="__codelineno-11-17"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-11-18" id="__codelineno-11-18" name="__codelineno-11-18"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span>
<a href="#__codelineno-11-19" id="__codelineno-11-19" name="__codelineno-11-19"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-11-20" id="__codelineno-11-20" name="__codelineno-11-20"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-11-21" id="__codelineno-11-21" name="__codelineno-11-21"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="p">),</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
<a href="#__codelineno-11-22" id="__codelineno-11-22" name="__codelineno-11-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-11-23" id="__codelineno-11-23" name="__codelineno-11-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-11-24" id="__codelineno-11-24" name="__codelineno-11-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-11-25" id="__codelineno-11-25" name="__codelineno-11-25"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">n</span><span class="o">][</span><span class="n">m</span><span class="o">]</span>
<a href="#__codelineno-11-26" id="__codelineno-11-26" name="__codelineno-11-26"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.rb</span><pre><span></span><code><a href="#__codelineno-12-1" id="__codelineno-12-1" name="__codelineno-12-1"></a><span class="c1">### 편집 거리: 동적 계획법 ###</span>
<a href="#__codelineno-12-2" id="__codelineno-12-2" name="__codelineno-12-2"></a><span class="k">def</span><span class="w"> </span><span class="nf">edit_distance_dp</span><span class="p">(</span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">)</span>
<a href="#__codelineno-12-3" id="__codelineno-12-3" name="__codelineno-12-3"></a><span class="w"> </span><span class="n">n</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="o">.</span><span class="n">length</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="o">.</span><span class="n">length</span>
<a href="#__codelineno-12-4" id="__codelineno-12-4" name="__codelineno-12-4"></a><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Array</span><span class="o">.</span><span class="n">new</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="nb">Array</span><span class="o">.</span><span class="n">new</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-12-5" id="__codelineno-12-5" name="__codelineno-12-5"></a><span class="w"> </span><span class="c1"># 상태 전이: 첫 번째 행과 첫 번째 열</span>
<a href="#__codelineno-12-6" id="__codelineno-12-6" name="__codelineno-12-6"></a><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="o">...</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">each</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="o">|</span><span class="n">i</span><span class="o">|</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="mi">0</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-12-7" id="__codelineno-12-7" name="__codelineno-12-7"></a><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="o">...</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">each</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="o">|</span><span class="n">j</span><span class="o">|</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="mi">0</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-12-8" id="__codelineno-12-8" name="__codelineno-12-8"></a><span class="w"> </span><span class="c1"># 상태 전이: 나머지 행과 열</span>
<a href="#__codelineno-12-9" id="__codelineno-12-9" name="__codelineno-12-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">...</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-12-10" id="__codelineno-12-10" name="__codelineno-12-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">...</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-12-11" id="__codelineno-12-11" name="__codelineno-12-11"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">s</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="o">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span>
<a href="#__codelineno-12-12" id="__codelineno-12-12" name="__codelineno-12-12"></a><span class="w"> </span><span class="c1"># 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-12-13" id="__codelineno-12-13" name="__codelineno-12-13"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span>
<a href="#__codelineno-12-14" id="__codelineno-12-14" name="__codelineno-12-14"></a><span class="w"> </span><span class="k">else</span>
<a href="#__codelineno-12-15" id="__codelineno-12-15" name="__codelineno-12-15"></a><span class="w"> </span><span class="c1"># 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-12-16" id="__codelineno-12-16" name="__codelineno-12-16"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">[</span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">][</span><span class="n">j</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">][</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]].</span><span class="n">min</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
<a href="#__codelineno-12-17" id="__codelineno-12-17" name="__codelineno-12-17"></a><span class="w"> </span><span class="k">end</span>
<a href="#__codelineno-12-18" id="__codelineno-12-18" name="__codelineno-12-18"></a><span class="w"> </span><span class="k">end</span>
<a href="#__codelineno-12-19" id="__codelineno-12-19" name="__codelineno-12-19"></a><span class="w"> </span><span class="k">end</span>
<a href="#__codelineno-12-20" id="__codelineno-12-20" name="__codelineno-12-20"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">n</span><span class="o">][</span><span class="n">m</span><span class="o">]</span>
<a href="#__codelineno-12-21" id="__codelineno-12-21" name="__codelineno-12-21"></a><span class="k">end</span>
</code></pre></div>
</div>
</div>
</div>
<details class="pythontutor">
<summary>코드 시각화</summary>
<p><div style="height: 549px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=def%20edit_distance_dp%28s%3A%20str,%20t%3A%20str%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%ED%8E%B8%EC%A7%91%20%EA%B1%B0%EB%A6%AC%3A%20%EB%8F%99%EC%A0%81%20%EA%B3%84%ED%9A%8D%EB%B2%95%22%22%22%0A%20%20%20%20n,%20m%20%3D%20len%28s%29,%20len%28t%29%0A%20%20%20%20dp%20%3D%20%5B%5B0%5D%20%2A%20%28m%20%2B%201%29%20for%20_%20in%20range%28n%20%2B%201%29%5D%0A%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EC%B2%AB%20%EB%B2%88%EC%A7%B8%20%ED%96%89%EA%B3%BC%20%EC%B2%AB%20%EB%B2%88%EC%A7%B8%20%EC%97%B4%0A%20%20%20%20for%20i%20in%20range%281,%20n%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20dp%5Bi%5D%5B0%5D%20%3D%20i%0A%20%20%20%20for%20j%20in%20range%281,%20m%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20dp%5B0%5D%5Bj%5D%20%3D%20j%0A%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EB%82%98%EB%A8%B8%EC%A7%80%20%ED%96%89%EA%B3%BC%20%EC%97%B4%0A%20%20%20%20for%20i%20in%20range%281,%20n%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20for%20j%20in%20range%281,%20m%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20if%20s%5Bi%20-%201%5D%20%3D%3D%20t%5Bj%20-%201%5D%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23%20%EB%91%90%20%EB%AC%B8%EC%9E%90%EA%B0%80%20%EA%B0%99%EC%9C%BC%EB%A9%B4%20%EB%91%90%20%EB%AC%B8%EC%9E%90%EB%A5%BC%20%EB%B0%94%EB%A1%9C%20%EA%B1%B4%EB%84%88%EB%9B%B4%EB%8B%A4%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20dp%5Bi%5D%5Bj%5D%20%3D%20dp%5Bi%20-%201%5D%5Bj%20-%201%5D%0A%20%20%20%20%20%20%20%20%20%20%20%20else%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%20%3D%20%EC%82%BD%EC%9E%85,%20%EC%82%AD%EC%A0%9C,%20%EA%B5%90%EC%B2%B4%20%EC%84%B8%20%EC%97%B0%EC%82%B0%EC%97%90%20%EB%8C%80%ED%95%9C%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%20%2B%201%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20dp%5Bi%5D%5Bj%5D%20%3D%20min%28dp%5Bi%5D%5Bj%20-%201%5D,%20dp%5Bi%20-%201%5D%5Bj%5D,%20dp%5Bi%20-%201%5D%5Bj%20-%201%5D%29%20%2B%201%0A%20%20%20%20return%20dp%5Bn%5D%5Bm%5D%0A%0A%0A%22%22%22%EC%8B%A4%ED%96%89%20%EC%BD%94%EB%93%9C%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20s%20%3D%20%22bag%22%0A%20%20%20%20t%20%3D%20%22pack%22%0A%20%20%20%20n,%20m%20%3D%20len%28s%29,%20len%28t%29%0A%0A%20%20%20%20%23%20%EB%8F%99%EC%A0%81%20%EA%B3%84%ED%9A%8D%EB%B2%95%0A%20%20%20%20res%20%3D%20edit_distance_dp%28s,%20t%29%0A%20%20%20%20print%28f%22%7Bs%7D%20%E2%86%92%20%7Bt%7D%20%EB%B3%80%EA%B2%BD%EC%97%90%20%ED%95%84%EC%9A%94%ED%95%9C%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%3A%20%7Bres%7D%22%29&amp;codeDivHeight=472&amp;codeDivWidth=350&amp;cumulative=false&amp;curInstr=6&amp;heapPrimitives=nevernest&amp;origin=opt-frontend.js&amp;py=311&amp;rawInputLstJSON=%5B%5D&amp;textReferences=false" title="코드 시각화"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=def%20edit_distance_dp%28s%3A%20str,%20t%3A%20str%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%ED%8E%B8%EC%A7%91%20%EA%B1%B0%EB%A6%AC%3A%20%EB%8F%99%EC%A0%81%20%EA%B3%84%ED%9A%8D%EB%B2%95%22%22%22%0A%20%20%20%20n,%20m%20%3D%20len%28s%29,%20len%28t%29%0A%20%20%20%20dp%20%3D%20%5B%5B0%5D%20%2A%20%28m%20%2B%201%29%20for%20_%20in%20range%28n%20%2B%201%29%5D%0A%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EC%B2%AB%20%EB%B2%88%EC%A7%B8%20%ED%96%89%EA%B3%BC%20%EC%B2%AB%20%EB%B2%88%EC%A7%B8%20%EC%97%B4%0A%20%20%20%20for%20i%20in%20range%281,%20n%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20dp%5Bi%5D%5B0%5D%20%3D%20i%0A%20%20%20%20for%20j%20in%20range%281,%20m%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20dp%5B0%5D%5Bj%5D%20%3D%20j%0A%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EB%82%98%EB%A8%B8%EC%A7%80%20%ED%96%89%EA%B3%BC%20%EC%97%B4%0A%20%20%20%20for%20i%20in%20range%281,%20n%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20for%20j%20in%20range%281,%20m%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20if%20s%5Bi%20-%201%5D%20%3D%3D%20t%5Bj%20-%201%5D%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23%20%EB%91%90%20%EB%AC%B8%EC%9E%90%EA%B0%80%20%EA%B0%99%EC%9C%BC%EB%A9%B4%20%EB%91%90%20%EB%AC%B8%EC%9E%90%EB%A5%BC%20%EB%B0%94%EB%A1%9C%20%EA%B1%B4%EB%84%88%EB%9B%B4%EB%8B%A4%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20dp%5Bi%5D%5Bj%5D%20%3D%20dp%5Bi%20-%201%5D%5Bj%20-%201%5D%0A%20%20%20%20%20%20%20%20%20%20%20%20else%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%20%3D%20%EC%82%BD%EC%9E%85,%20%EC%82%AD%EC%A0%9C,%20%EA%B5%90%EC%B2%B4%20%EC%84%B8%20%EC%97%B0%EC%82%B0%EC%97%90%20%EB%8C%80%ED%95%9C%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%20%2B%201%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20dp%5Bi%5D%5Bj%5D%20%3D%20min%28dp%5Bi%5D%5Bj%20-%201%5D,%20dp%5Bi%20-%201%5D%5Bj%5D,%20dp%5Bi%20-%201%5D%5Bj%20-%201%5D%29%20%2B%201%0A%20%20%20%20return%20dp%5Bn%5D%5Bm%5D%0A%0A%0A%22%22%22%EC%8B%A4%ED%96%89%20%EC%BD%94%EB%93%9C%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20s%20%3D%20%22bag%22%0A%20%20%20%20t%20%3D%20%22pack%22%0A%20%20%20%20n,%20m%20%3D%20len%28s%29,%20len%28t%29%0A%0A%20%20%20%20%23%20%EB%8F%99%EC%A0%81%20%EA%B3%84%ED%9A%8D%EB%B2%95%0A%20%20%20%20res%20%3D%20edit_distance_dp%28s,%20t%29%0A%20%20%20%20print%28f%22%7Bs%7D%20%E2%86%92%20%7Bt%7D%20%EB%B3%80%EA%B2%BD%EC%97%90%20%ED%95%84%EC%9A%94%ED%95%9C%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%3A%20%7Bres%7D%22%29&amp;codeDivHeight=800&amp;codeDivWidth=600&amp;cumulative=false&amp;curInstr=6&amp;heapPrimitives=nevernest&amp;origin=opt-frontend.js&amp;py=311&amp;rawInputLstJSON=%5B%5D&amp;textReferences=false" rel="noopener noreferrer" target="_blank">전체 화면 &gt;</a></div></p>
</details>
<p>아래 그림(14-30)과 같이 편집 거리의 상태 전이는 배낭 문제와 매우 비슷하며, 모두 2차원 격자를 채우는 과정으로 볼 수 있다.</p>
<div class="tabbed-set tabbed-alternate" data-figure-sequence="" data-tabs="2:15"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio"/><input id="__tabbed_2_2" name="__tabbed_2" type="radio"/><input id="__tabbed_2_3" name="__tabbed_2" type="radio"/><input id="__tabbed_2_4" name="__tabbed_2" type="radio"/><input id="__tabbed_2_5" name="__tabbed_2" type="radio"/><input id="__tabbed_2_6" name="__tabbed_2" type="radio"/><input id="__tabbed_2_7" name="__tabbed_2" type="radio"/><input id="__tabbed_2_8" name="__tabbed_2" type="radio"/><input id="__tabbed_2_9" name="__tabbed_2" type="radio"/><input id="__tabbed_2_10" name="__tabbed_2" type="radio"/><input id="__tabbed_2_11" name="__tabbed_2" type="radio"/><input id="__tabbed_2_12" name="__tabbed_2" type="radio"/><input id="__tabbed_2_13" name="__tabbed_2" type="radio"/><input id="__tabbed_2_14" name="__tabbed_2" type="radio"/><input id="__tabbed_2_15" name="__tabbed_2" type="radio"/><div class="tabbed-labels"><label for="__tabbed_2_1">&lt;1&gt;</label><label for="__tabbed_2_2">&lt;2&gt;</label><label for="__tabbed_2_3">&lt;3&gt;</label><label for="__tabbed_2_4">&lt;4&gt;</label><label for="__tabbed_2_5">&lt;5&gt;</label><label for="__tabbed_2_6">&lt;6&gt;</label><label for="__tabbed_2_7">&lt;7&gt;</label><label for="__tabbed_2_8">&lt;8&gt;</label><label for="__tabbed_2_9">&lt;9&gt;</label><label for="__tabbed_2_10">&lt;10&gt;</label><label for="__tabbed_2_11">&lt;11&gt;</label><label for="__tabbed_2_12">&lt;12&gt;</label><label for="__tabbed_2_13">&lt;13&gt;</label><label for="__tabbed_2_14">&lt;14&gt;</label><label for="__tabbed_2_15">&lt;15&gt;</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step1.png" data-dark-src="/assets/figure-svg/figures/e4d4494cb35ed21f0ac5b1d0.json" data-src="/assets/figure-svg/figures/d3e9ebe0136a5c31d4120306.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step1.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리의 동적 계획법 과정</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step1.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리의 동적 계획법 과정</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step2.png" data-dark-src="/assets/figure-svg/figures/06ac61ddef1d5b81f102658a.json" data-src="/assets/figure-svg/figures/02b2707611def20237c9f4e0.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step2.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 2단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step2.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 2단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step3.png" data-dark-src="/assets/figure-svg/figures/4820d90e9768609f50f441af.json" data-src="/assets/figure-svg/figures/938f7a27ee21a57e8abd7fbb.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step3.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 3단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step3.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 3단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step4.png" data-dark-src="/assets/figure-svg/figures/e3870a028596d08453779a12.json" data-src="/assets/figure-svg/figures/cbf4276a607f1247a16d62f3.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step4.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 4단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step4.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 4단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step5.png" data-dark-src="/assets/figure-svg/figures/ba8459f35e8eac9f4689b4b1.json" data-src="/assets/figure-svg/figures/9676f9d98327f6cae1eb2442.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step5.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 5단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step5.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 5단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step6.png" data-dark-src="/assets/figure-svg/figures/3898ec43bd370f5be840a536.json" data-src="/assets/figure-svg/figures/b896083a0bbdbaffb3c9401c.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step6.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 6단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step6.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 6단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step7.png" data-dark-src="/assets/figure-svg/figures/73e3b083aa9d8e261578ac80.json" data-src="/assets/figure-svg/figures/7c6ff0574c357e61413680cc.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step7.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 7단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step7.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 7단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step8.png" data-dark-src="/assets/figure-svg/figures/070adef88959263c6ff481df.json" data-src="/assets/figure-svg/figures/b63c074c70435d9b328084fa.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step8.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 8단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step8.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 8단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step9.png" data-dark-src="/assets/figure-svg/figures/886f18ab4f3df01dc2b082dc.json" data-src="/assets/figure-svg/figures/c731d84ccb78fa5872c1d3ba.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step9.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 9단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step9.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 9단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step10.png" data-dark-src="/assets/figure-svg/figures/fc01c5a4098b369322735744.json" data-src="/assets/figure-svg/figures/ee81112fd2571f104bab781b.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step10.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 10단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step10.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 10단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step11.png" data-dark-src="/assets/figure-svg/figures/be275c4bc8ff5bafd7a46b18.json" data-src="/assets/figure-svg/figures/2ab59b033f8a999513fb3a3b.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step11.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 11단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step11.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 11단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step12.png" data-dark-src="/assets/figure-svg/figures/3b480eea0090629e778be526.json" data-src="/assets/figure-svg/figures/f5a62e8a4c26c9157014981c.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step12.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 12단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step12.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 12단계</object></ha-svg-figure></p>
</div>
<div class="tabbed-block">
<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step13.png" data-dark-src="/assets/figure-svg/figures/5f8f95fda1e996066589ffda.json" data-src="/assets/figure-svg/figures/9a5a10bdaf3577117a2bf720.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step13.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 13단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step13.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 13단계</object></ha-svg-figure></p>
</div>
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<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step14.png" data-dark-src="/assets/figure-svg/figures/b2d6b850eafbb375c8ed7e41.json" data-src="/assets/figure-svg/figures/628360a885062c0afbbf4611.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step14.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 14단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step14.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 14단계</object></ha-svg-figure></p>
</div>
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<p><ha-svg-figure class="animation-figure" data-book-key="ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step15.png" data-dark-src="/assets/figure-svg/figures/1c4cd7bc75083f880bb78cd1.json" data-src="/assets/figure-svg/figures/b41ae6ea228cb2e4e7e472b1.json" style=";--figure-ratio:960.0/540.0"><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step15.svg" data-theme="light" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 15단계</object><object data="/ko/chapter_dynamic_programming/edit_distance_problem.assets/edit_distance_dp_step15.dark.svg" data-theme="dark" tabindex="-1" type="image/svg+xml">편집 거리 동적 계획법 15단계</object></ha-svg-figure></p>
</div>
</div>
</div>
<p align="center"> 그림 14-30   편집 거리의 동적 계획법 과정 </p>
<h3 id="3">3.   공간 최적화<a class="headerlink" href="#3" title="고유 링크"></a></h3>
<p><span class="arithmatex">\(dp[i,j]\)</span>는 위쪽 <span class="arithmatex">\(dp[i-1, j]\)</span>, 왼쪽 <span class="arithmatex">\(dp[i, j-1]\)</span>, 왼쪽 위 <span class="arithmatex">\(dp[i-1, j-1]\)</span>에서 전이된다. 그런데 정방향 순회는 왼쪽 위 값 <span class="arithmatex">\(dp[i-1, j-1]\)</span>을 잃고, 역방향 순회는 <span class="arithmatex">\(dp[i, j-1]\)</span>을 미리 계산하지 못하므로 두 순서 모두 그대로는 사용할 수 없다.</p>
<p>이를 위해 변수 <code>leftup</code>에 왼쪽 위의 해 <span class="arithmatex">\(dp[i-1, j-1]\)</span>을 잠시 저장하면 왼쪽과 위쪽의 해만 고려하면 된다. 이때는 무한 배낭 문제와 같은 상황이므로 정방향 순회를 사용할 수 있다. 코드는 다음과 같다.</p>
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<div class="highlight"><span class="filename">edit_distance.py</span><pre><span></span><code><a href="#__codelineno-13-1" id="__codelineno-13-1" name="__codelineno-13-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">edit_distance_dp_comp</span><span class="p">(</span><span class="n">s</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
<a href="#__codelineno-13-2" id="__codelineno-13-2" name="__codelineno-13-2"></a><span class="w"> </span><span class="sd">"""편집 거리: 공간을 최적화한 동적 계획법"""</span>
<a href="#__codelineno-13-3" id="__codelineno-13-3" name="__codelineno-13-3"></a> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
<a href="#__codelineno-13-4" id="__codelineno-13-4" name="__codelineno-13-4"></a> <span class="n">dp</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-13-5" id="__codelineno-13-5" name="__codelineno-13-5"></a> <span class="c1"># 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-13-6" id="__codelineno-13-6" name="__codelineno-13-6"></a> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<a href="#__codelineno-13-7" id="__codelineno-13-7" name="__codelineno-13-7"></a> <span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">j</span>
<a href="#__codelineno-13-8" id="__codelineno-13-8" name="__codelineno-13-8"></a> <span class="c1"># 상태 전이: 나머지 행</span>
<a href="#__codelineno-13-9" id="__codelineno-13-9" name="__codelineno-13-9"></a> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<a href="#__codelineno-13-10" id="__codelineno-13-10" name="__codelineno-13-10"></a> <span class="c1"># 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-13-11" id="__codelineno-13-11" name="__codelineno-13-11"></a> <span class="n">leftup</span> <span class="o">=</span> <span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-13-12" id="__codelineno-13-12" name="__codelineno-13-12"></a> <span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
<a href="#__codelineno-13-13" id="__codelineno-13-13" name="__codelineno-13-13"></a> <span class="c1"># 상태 전이: 나머지 열</span>
<a href="#__codelineno-13-14" id="__codelineno-13-14" name="__codelineno-13-14"></a> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<a href="#__codelineno-13-15" id="__codelineno-13-15" name="__codelineno-13-15"></a> <span class="n">temp</span> <span class="o">=</span> <span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
<a href="#__codelineno-13-16" id="__codelineno-13-16" name="__codelineno-13-16"></a> <span class="k">if</span> <span class="n">s</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">t</span><span class="p">[</span><span class="n">j</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]:</span>
<a href="#__codelineno-13-17" id="__codelineno-13-17" name="__codelineno-13-17"></a> <span class="c1"># 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-13-18" id="__codelineno-13-18" name="__codelineno-13-18"></a> <span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">leftup</span>
<a href="#__codelineno-13-19" id="__codelineno-13-19" name="__codelineno-13-19"></a> <span class="k">else</span><span class="p">:</span>
<a href="#__codelineno-13-20" id="__codelineno-13-20" name="__codelineno-13-20"></a> <span class="c1"># 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-13-21" id="__codelineno-13-21" name="__codelineno-13-21"></a> <span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">j</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span> <span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">],</span> <span class="n">leftup</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span>
<a href="#__codelineno-13-22" id="__codelineno-13-22" name="__codelineno-13-22"></a> <span class="n">leftup</span> <span class="o">=</span> <span class="n">temp</span> <span class="c1"># 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-13-23" id="__codelineno-13-23" name="__codelineno-13-23"></a> <span class="k">return</span> <span class="n">dp</span><span class="p">[</span><span class="n">m</span><span class="p">]</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.cpp</span><pre><span></span><code><a href="#__codelineno-14-1" id="__codelineno-14-1" name="__codelineno-14-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-14-2" id="__codelineno-14-2" name="__codelineno-14-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">editDistanceDPComp</span><span class="p">(</span><span class="n">string</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="n">string</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-14-3" id="__codelineno-14-3" name="__codelineno-14-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">length</span><span class="p">(),</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">length</span><span class="p">();</span>
<a href="#__codelineno-14-4" id="__codelineno-14-4" name="__codelineno-14-4"></a><span class="w"> </span><span class="n">vector</span><span class="o">&lt;</span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">dp</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">);</span>
<a href="#__codelineno-14-5" id="__codelineno-14-5" name="__codelineno-14-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-14-6" id="__codelineno-14-6" name="__codelineno-14-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-14-7" id="__codelineno-14-7" name="__codelineno-14-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-14-8" id="__codelineno-14-8" name="__codelineno-14-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-14-9" id="__codelineno-14-9" name="__codelineno-14-9"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-14-10" id="__codelineno-14-10" name="__codelineno-14-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-14-11" id="__codelineno-14-11" name="__codelineno-14-11"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-14-12" id="__codelineno-14-12" name="__codelineno-14-12"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">];</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-14-13" id="__codelineno-14-13" name="__codelineno-14-13"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-14-14" id="__codelineno-14-14" name="__codelineno-14-14"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-14-15" id="__codelineno-14-15" name="__codelineno-14-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-14-16" id="__codelineno-14-16" name="__codelineno-14-16"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">];</span>
<a href="#__codelineno-14-17" id="__codelineno-14-17" name="__codelineno-14-17"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-14-18" id="__codelineno-14-18" name="__codelineno-14-18"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-14-19" id="__codelineno-14-19" name="__codelineno-14-19"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span><span class="p">;</span>
<a href="#__codelineno-14-20" id="__codelineno-14-20" name="__codelineno-14-20"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-14-21" id="__codelineno-14-21" name="__codelineno-14-21"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-14-22" id="__codelineno-14-22" name="__codelineno-14-22"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-14-23" id="__codelineno-14-23" name="__codelineno-14-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-14-24" id="__codelineno-14-24" name="__codelineno-14-24"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-14-25" id="__codelineno-14-25" name="__codelineno-14-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-14-26" id="__codelineno-14-26" name="__codelineno-14-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-14-27" id="__codelineno-14-27" name="__codelineno-14-27"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-14-28" id="__codelineno-14-28" name="__codelineno-14-28"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.java</span><pre><span></span><code><a href="#__codelineno-15-1" id="__codelineno-15-1" name="__codelineno-15-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-15-2" id="__codelineno-15-2" name="__codelineno-15-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">editDistanceDPComp</span><span class="p">(</span><span class="n">String</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="n">String</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-15-3" id="__codelineno-15-3" name="__codelineno-15-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="na">length</span><span class="p">(),</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="na">length</span><span class="p">();</span>
<a href="#__codelineno-15-4" id="__codelineno-15-4" name="__codelineno-15-4"></a><span class="w"> </span><span class="kt">int</span><span class="o">[]</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="kt">int</span><span class="o">[</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">;</span>
<a href="#__codelineno-15-5" id="__codelineno-15-5" name="__codelineno-15-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-15-6" id="__codelineno-15-6" name="__codelineno-15-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-15-7" id="__codelineno-15-7" name="__codelineno-15-7"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-15-8" id="__codelineno-15-8" name="__codelineno-15-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-15-9" id="__codelineno-15-9" name="__codelineno-15-9"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-15-10" id="__codelineno-15-10" name="__codelineno-15-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-15-11" id="__codelineno-15-11" name="__codelineno-15-11"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-15-12" id="__codelineno-15-12" name="__codelineno-15-12"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="mi">0</span><span class="o">]</span><span class="p">;</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-15-13" id="__codelineno-15-13" name="__codelineno-15-13"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="mi">0</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-15-14" id="__codelineno-15-14" name="__codelineno-15-14"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-15-15" id="__codelineno-15-15" name="__codelineno-15-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-15-16" id="__codelineno-15-16" name="__codelineno-15-16"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="p">;</span>
<a href="#__codelineno-15-17" id="__codelineno-15-17" name="__codelineno-15-17"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">.</span><span class="na">charAt</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="na">charAt</span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-15-18" id="__codelineno-15-18" name="__codelineno-15-18"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-15-19" id="__codelineno-15-19" name="__codelineno-15-19"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span><span class="p">;</span>
<a href="#__codelineno-15-20" id="__codelineno-15-20" name="__codelineno-15-20"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-15-21" id="__codelineno-15-21" name="__codelineno-15-21"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-15-22" id="__codelineno-15-22" name="__codelineno-15-22"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Math</span><span class="p">.</span><span class="na">min</span><span class="p">(</span><span class="n">Math</span><span class="p">.</span><span class="na">min</span><span class="p">(</span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="p">),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-15-23" id="__codelineno-15-23" name="__codelineno-15-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-15-24" id="__codelineno-15-24" name="__codelineno-15-24"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-15-25" id="__codelineno-15-25" name="__codelineno-15-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-15-26" id="__codelineno-15-26" name="__codelineno-15-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-15-27" id="__codelineno-15-27" name="__codelineno-15-27"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">m</span><span class="o">]</span><span class="p">;</span>
<a href="#__codelineno-15-28" id="__codelineno-15-28" name="__codelineno-15-28"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.cs</span><pre><span></span><code><a href="#__codelineno-16-1" id="__codelineno-16-1" name="__codelineno-16-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-16-2" id="__codelineno-16-2" name="__codelineno-16-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">EditDistanceDPComp</span><span class="p">(</span><span class="kt">string</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-16-3" id="__codelineno-16-3" name="__codelineno-16-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">Length</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">Length</span><span class="p">;</span>
<a href="#__codelineno-16-4" id="__codelineno-16-4" name="__codelineno-16-4"></a><span class="w"> </span><span class="kt">int</span><span class="p">[]</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="kt">int</span><span class="p">[</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-16-5" id="__codelineno-16-5" name="__codelineno-16-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-16-6" id="__codelineno-16-6" name="__codelineno-16-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-16-7" id="__codelineno-16-7" name="__codelineno-16-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-16-8" id="__codelineno-16-8" name="__codelineno-16-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-16-9" id="__codelineno-16-9" name="__codelineno-16-9"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-16-10" id="__codelineno-16-10" name="__codelineno-16-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-16-11" id="__codelineno-16-11" name="__codelineno-16-11"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-16-12" id="__codelineno-16-12" name="__codelineno-16-12"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">];</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-16-13" id="__codelineno-16-13" name="__codelineno-16-13"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-16-14" id="__codelineno-16-14" name="__codelineno-16-14"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-16-15" id="__codelineno-16-15" name="__codelineno-16-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-16-16" id="__codelineno-16-16" name="__codelineno-16-16"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">];</span>
<a href="#__codelineno-16-17" id="__codelineno-16-17" name="__codelineno-16-17"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-16-18" id="__codelineno-16-18" name="__codelineno-16-18"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-16-19" id="__codelineno-16-19" name="__codelineno-16-19"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span><span class="p">;</span>
<a href="#__codelineno-16-20" id="__codelineno-16-20" name="__codelineno-16-20"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-16-21" id="__codelineno-16-21" name="__codelineno-16-21"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-16-22" id="__codelineno-16-22" name="__codelineno-16-22"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Math</span><span class="p">.</span><span class="n">Min</span><span class="p">(</span><span class="n">Math</span><span class="p">.</span><span class="n">Min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-16-23" id="__codelineno-16-23" name="__codelineno-16-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-16-24" id="__codelineno-16-24" name="__codelineno-16-24"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-16-25" id="__codelineno-16-25" name="__codelineno-16-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-16-26" id="__codelineno-16-26" name="__codelineno-16-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-16-27" id="__codelineno-16-27" name="__codelineno-16-27"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-16-28" id="__codelineno-16-28" name="__codelineno-16-28"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.go</span><pre><span></span><code><a href="#__codelineno-17-1" id="__codelineno-17-1" name="__codelineno-17-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-17-2" id="__codelineno-17-2" name="__codelineno-17-2"></a><span class="kd">func</span><span class="w"> </span><span class="nx">editDistanceDPComp</span><span class="p">(</span><span class="nx">s</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span><span class="w"> </span><span class="nx">t</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-17-3" id="__codelineno-17-3" name="__codelineno-17-3"></a><span class="w"> </span><span class="nx">n</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nb">len</span><span class="p">(</span><span class="nx">s</span><span class="p">)</span>
<a href="#__codelineno-17-4" id="__codelineno-17-4" name="__codelineno-17-4"></a><span class="w"> </span><span class="nx">m</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nb">len</span><span class="p">(</span><span class="nx">t</span><span class="p">)</span>
<a href="#__codelineno-17-5" id="__codelineno-17-5" name="__codelineno-17-5"></a><span class="w"> </span><span class="nx">dp</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nb">make</span><span class="p">([]</span><span class="kt">int</span><span class="p">,</span><span class="w"> </span><span class="nx">m</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-17-6" id="__codelineno-17-6" name="__codelineno-17-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-17-7" id="__codelineno-17-7" name="__codelineno-17-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-17-8" id="__codelineno-17-8" name="__codelineno-17-8"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">j</span>
<a href="#__codelineno-17-9" id="__codelineno-17-9" name="__codelineno-17-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-17-10" id="__codelineno-17-10" name="__codelineno-17-10"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-17-11" id="__codelineno-17-11" name="__codelineno-17-11"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-17-12" id="__codelineno-17-12" name="__codelineno-17-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-17-13" id="__codelineno-17-13" name="__codelineno-17-13"></a><span class="w"> </span><span class="nx">leftUp</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-17-14" id="__codelineno-17-14" name="__codelineno-17-14"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">i</span>
<a href="#__codelineno-17-15" id="__codelineno-17-15" name="__codelineno-17-15"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-17-16" id="__codelineno-17-16" name="__codelineno-17-16"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-17-17" id="__codelineno-17-17" name="__codelineno-17-17"></a><span class="w"> </span><span class="nx">temp</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span>
<a href="#__codelineno-17-18" id="__codelineno-17-18" name="__codelineno-17-18"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nx">s</span><span class="p">[</span><span class="nx">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="nx">t</span><span class="p">[</span><span class="nx">j</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-17-19" id="__codelineno-17-19" name="__codelineno-17-19"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-17-20" id="__codelineno-17-20" name="__codelineno-17-20"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">leftUp</span>
<a href="#__codelineno-17-21" id="__codelineno-17-21" name="__codelineno-17-21"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-17-22" id="__codelineno-17-22" name="__codelineno-17-22"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-17-23" id="__codelineno-17-23" name="__codelineno-17-23"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">MinInt</span><span class="p">(</span><span class="nx">MinInt</span><span class="p">(</span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]),</span><span class="w"> </span><span class="nx">leftUp</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
<a href="#__codelineno-17-24" id="__codelineno-17-24" name="__codelineno-17-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-17-25" id="__codelineno-17-25" name="__codelineno-17-25"></a><span class="w"> </span><span class="nx">leftUp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">temp</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-17-26" id="__codelineno-17-26" name="__codelineno-17-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-17-27" id="__codelineno-17-27" name="__codelineno-17-27"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-17-28" id="__codelineno-17-28" name="__codelineno-17-28"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">m</span><span class="p">]</span>
<a href="#__codelineno-17-29" id="__codelineno-17-29" name="__codelineno-17-29"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.swift</span><pre><span></span><code><a href="#__codelineno-18-1" id="__codelineno-18-1" name="__codelineno-18-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-18-2" id="__codelineno-18-2" name="__codelineno-18-2"></a><span class="kd">func</span><span class="w"> </span><span class="nf">editDistanceDPComp</span><span class="p">(</span><span class="n">s</span><span class="p">:</span><span class="w"> </span><span class="nb">String</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">:</span><span class="w"> </span><span class="nb">String</span><span class="p">)</span><span class="w"> </span><span class="p">-&gt;</span><span class="w"> </span><span class="nb">Int</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-18-3" id="__codelineno-18-3" name="__codelineno-18-3"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nv">n</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">.</span><span class="bp">count</span>
<a href="#__codelineno-18-4" id="__codelineno-18-4" name="__codelineno-18-4"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nv">m</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">.</span><span class="bp">count</span>
<a href="#__codelineno-18-5" id="__codelineno-18-5" name="__codelineno-18-5"></a><span class="w"> </span><span class="kd">var</span><span class="w"> </span><span class="nv">dp</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="nb">Array</span><span class="p">(</span><span class="n">repeating</span><span class="p">:</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="bp">count</span><span class="p">:</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-18-6" id="__codelineno-18-6" name="__codelineno-18-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-18-7" id="__codelineno-18-7" name="__codelineno-18-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-18-8" id="__codelineno-18-8" name="__codelineno-18-8"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">j</span>
<a href="#__codelineno-18-9" id="__codelineno-18-9" name="__codelineno-18-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-18-10" id="__codelineno-18-10" name="__codelineno-18-10"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-18-11" id="__codelineno-18-11" name="__codelineno-18-11"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-18-12" id="__codelineno-18-12" name="__codelineno-18-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-18-13" id="__codelineno-18-13" name="__codelineno-18-13"></a><span class="w"> </span><span class="kd">var</span><span class="w"> </span><span class="nv">leftup</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-18-14" id="__codelineno-18-14" name="__codelineno-18-14"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">i</span>
<a href="#__codelineno-18-15" id="__codelineno-18-15" name="__codelineno-18-15"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-18-16" id="__codelineno-18-16" name="__codelineno-18-16"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-18-17" id="__codelineno-18-17" name="__codelineno-18-17"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nv">temp</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
<a href="#__codelineno-18-18" id="__codelineno-18-18" name="__codelineno-18-18"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="p">==</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">utf8CString</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-18-19" id="__codelineno-18-19" name="__codelineno-18-19"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-18-20" id="__codelineno-18-20" name="__codelineno-18-20"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">leftup</span>
<a href="#__codelineno-18-21" id="__codelineno-18-21" name="__codelineno-18-21"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-18-22" id="__codelineno-18-22" name="__codelineno-18-22"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-18-23" id="__codelineno-18-23" name="__codelineno-18-23"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="bp">min</span><span class="p">(</span><span class="bp">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
<a href="#__codelineno-18-24" id="__codelineno-18-24" name="__codelineno-18-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-18-25" id="__codelineno-18-25" name="__codelineno-18-25"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-18-26" id="__codelineno-18-26" name="__codelineno-18-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-18-27" id="__codelineno-18-27" name="__codelineno-18-27"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-18-28" id="__codelineno-18-28" name="__codelineno-18-28"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">m</span><span class="p">]</span>
<a href="#__codelineno-18-29" id="__codelineno-18-29" name="__codelineno-18-29"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.js</span><pre><span></span><code><a href="#__codelineno-19-1" id="__codelineno-19-1" name="__codelineno-19-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-19-2" id="__codelineno-19-2" name="__codelineno-19-2"></a><span class="kd">function</span><span class="w"> </span><span class="nx">editDistanceDPComp</span><span class="p">(</span><span class="nx">s</span><span class="p">,</span><span class="w"> </span><span class="nx">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-19-3" id="__codelineno-19-3" name="__codelineno-19-3"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">s</span><span class="p">.</span><span class="nx">length</span><span class="p">,</span>
<a href="#__codelineno-19-4" id="__codelineno-19-4" name="__codelineno-19-4"></a><span class="w"> </span><span class="nx">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">length</span><span class="p">;</span>
<a href="#__codelineno-19-5" id="__codelineno-19-5" name="__codelineno-19-5"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nb">Array</span><span class="p">(</span><span class="nx">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="p">).</span><span class="nx">fill</span><span class="p">(</span><span class="mf">0</span><span class="p">);</span>
<a href="#__codelineno-19-6" id="__codelineno-19-6" name="__codelineno-19-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-19-7" id="__codelineno-19-7" name="__codelineno-19-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-19-8" id="__codelineno-19-8" name="__codelineno-19-8"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">j</span><span class="p">;</span>
<a href="#__codelineno-19-9" id="__codelineno-19-9" name="__codelineno-19-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-19-10" id="__codelineno-19-10" name="__codelineno-19-10"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-19-11" id="__codelineno-19-11" name="__codelineno-19-11"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-19-12" id="__codelineno-19-12" name="__codelineno-19-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-19-13" id="__codelineno-19-13" name="__codelineno-19-13"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nx">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mf">0</span><span class="p">];</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-19-14" id="__codelineno-19-14" name="__codelineno-19-14"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mf">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">i</span><span class="p">;</span>
<a href="#__codelineno-19-15" id="__codelineno-19-15" name="__codelineno-19-15"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-19-16" id="__codelineno-19-16" name="__codelineno-19-16"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-19-17" id="__codelineno-19-17" name="__codelineno-19-17"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">];</span>
<a href="#__codelineno-19-18" id="__codelineno-19-18" name="__codelineno-19-18"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="nx">s</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">)</span><span class="w"> </span><span class="o">===</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-19-19" id="__codelineno-19-19" name="__codelineno-19-19"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-19-20" id="__codelineno-19-20" name="__codelineno-19-20"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">leftup</span><span class="p">;</span>
<a href="#__codelineno-19-21" id="__codelineno-19-21" name="__codelineno-19-21"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-19-22" id="__codelineno-19-22" name="__codelineno-19-22"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-19-23" id="__codelineno-19-23" name="__codelineno-19-23"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Math</span><span class="p">.</span><span class="nx">min</span><span class="p">(</span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">],</span><span class="w"> </span><span class="nx">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span>
<a href="#__codelineno-19-24" id="__codelineno-19-24" name="__codelineno-19-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-19-25" id="__codelineno-19-25" name="__codelineno-19-25"></a><span class="w"> </span><span class="nx">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-19-26" id="__codelineno-19-26" name="__codelineno-19-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-19-27" id="__codelineno-19-27" name="__codelineno-19-27"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-19-28" id="__codelineno-19-28" name="__codelineno-19-28"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">m</span><span class="p">];</span>
<a href="#__codelineno-19-29" id="__codelineno-19-29" name="__codelineno-19-29"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.ts</span><pre><span></span><code><a href="#__codelineno-20-1" id="__codelineno-20-1" name="__codelineno-20-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-20-2" id="__codelineno-20-2" name="__codelineno-20-2"></a><span class="kd">function</span><span class="w"> </span><span class="nx">editDistanceDPComp</span><span class="p">(</span><span class="nx">s</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span><span class="w"> </span><span class="nx">t</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-20-3" id="__codelineno-20-3" name="__codelineno-20-3"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">s</span><span class="p">.</span><span class="nx">length</span><span class="p">,</span>
<a href="#__codelineno-20-4" id="__codelineno-20-4" name="__codelineno-20-4"></a><span class="w"> </span><span class="nx">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">length</span><span class="p">;</span>
<a href="#__codelineno-20-5" id="__codelineno-20-5" name="__codelineno-20-5"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nb">Array</span><span class="p">(</span><span class="nx">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="p">).</span><span class="nx">fill</span><span class="p">(</span><span class="mf">0</span><span class="p">);</span>
<a href="#__codelineno-20-6" id="__codelineno-20-6" name="__codelineno-20-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-20-7" id="__codelineno-20-7" name="__codelineno-20-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-20-8" id="__codelineno-20-8" name="__codelineno-20-8"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">j</span><span class="p">;</span>
<a href="#__codelineno-20-9" id="__codelineno-20-9" name="__codelineno-20-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-20-10" id="__codelineno-20-10" name="__codelineno-20-10"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-20-11" id="__codelineno-20-11" name="__codelineno-20-11"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">n</span><span class="p">;</span><span class="w"> </span><span class="nx">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-20-12" id="__codelineno-20-12" name="__codelineno-20-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-20-13" id="__codelineno-20-13" name="__codelineno-20-13"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nx">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mf">0</span><span class="p">];</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-20-14" id="__codelineno-20-14" name="__codelineno-20-14"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="mf">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">i</span><span class="p">;</span>
<a href="#__codelineno-20-15" id="__codelineno-20-15" name="__codelineno-20-15"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-20-16" id="__codelineno-20-16" name="__codelineno-20-16"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kd">let</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="nx">m</span><span class="p">;</span><span class="w"> </span><span class="nx">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-20-17" id="__codelineno-20-17" name="__codelineno-20-17"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">];</span>
<a href="#__codelineno-20-18" id="__codelineno-20-18" name="__codelineno-20-18"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="nx">s</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">)</span><span class="w"> </span><span class="o">===</span><span class="w"> </span><span class="nx">t</span><span class="p">.</span><span class="nx">charAt</span><span class="p">(</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">))</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-20-19" id="__codelineno-20-19" name="__codelineno-20-19"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-20-20" id="__codelineno-20-20" name="__codelineno-20-20"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">leftup</span><span class="p">;</span>
<a href="#__codelineno-20-21" id="__codelineno-20-21" name="__codelineno-20-21"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-20-22" id="__codelineno-20-22" name="__codelineno-20-22"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-20-23" id="__codelineno-20-23" name="__codelineno-20-23"></a><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Math</span><span class="p">.</span><span class="nx">min</span><span class="p">(</span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mf">1</span><span class="p">],</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">j</span><span class="p">],</span><span class="w"> </span><span class="nx">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mf">1</span><span class="p">;</span>
<a href="#__codelineno-20-24" id="__codelineno-20-24" name="__codelineno-20-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-20-25" id="__codelineno-20-25" name="__codelineno-20-25"></a><span class="w"> </span><span class="nx">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-20-26" id="__codelineno-20-26" name="__codelineno-20-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-20-27" id="__codelineno-20-27" name="__codelineno-20-27"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-20-28" id="__codelineno-20-28" name="__codelineno-20-28"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">dp</span><span class="p">[</span><span class="nx">m</span><span class="p">];</span>
<a href="#__codelineno-20-29" id="__codelineno-20-29" name="__codelineno-20-29"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.dart</span><pre><span></span><code><a href="#__codelineno-21-1" id="__codelineno-21-1" name="__codelineno-21-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-21-2" id="__codelineno-21-2" name="__codelineno-21-2"></a><span class="kt">int</span><span class="w"> </span><span class="n">editDistanceDPComp</span><span class="p">(</span><span class="kt">String</span><span class="w"> </span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="kt">String</span><span class="w"> </span><span class="n">t</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-21-3" id="__codelineno-21-3" name="__codelineno-21-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">length</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">length</span><span class="p">;</span>
<a href="#__codelineno-21-4" id="__codelineno-21-4" name="__codelineno-21-4"></a><span class="w"> </span><span class="n">List</span><span class="o">&lt;</span><span class="kt">int</span><span class="o">&gt;</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">List</span><span class="p">.</span><span class="n">filled</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">,</span><span class="w"> </span><span class="m">0</span><span class="p">);</span>
<a href="#__codelineno-21-5" id="__codelineno-21-5" name="__codelineno-21-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-21-6" id="__codelineno-21-6" name="__codelineno-21-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-21-7" id="__codelineno-21-7" name="__codelineno-21-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-21-8" id="__codelineno-21-8" name="__codelineno-21-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-21-9" id="__codelineno-21-9" name="__codelineno-21-9"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-21-10" id="__codelineno-21-10" name="__codelineno-21-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-21-11" id="__codelineno-21-11" name="__codelineno-21-11"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-21-12" id="__codelineno-21-12" name="__codelineno-21-12"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="m">0</span><span class="p">];</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-21-13" id="__codelineno-21-13" name="__codelineno-21-13"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="m">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-21-14" id="__codelineno-21-14" name="__codelineno-21-14"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-21-15" id="__codelineno-21-15" name="__codelineno-21-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="m">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-21-16" id="__codelineno-21-16" name="__codelineno-21-16"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">];</span>
<a href="#__codelineno-21-17" id="__codelineno-21-17" name="__codelineno-21-17"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-21-18" id="__codelineno-21-18" name="__codelineno-21-18"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-21-19" id="__codelineno-21-19" name="__codelineno-21-19"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span><span class="p">;</span>
<a href="#__codelineno-21-20" id="__codelineno-21-20" name="__codelineno-21-20"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-21-21" id="__codelineno-21-21" name="__codelineno-21-21"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-21-22" id="__codelineno-21-22" name="__codelineno-21-22"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">;</span>
<a href="#__codelineno-21-23" id="__codelineno-21-23" name="__codelineno-21-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-21-24" id="__codelineno-21-24" name="__codelineno-21-24"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-21-25" id="__codelineno-21-25" name="__codelineno-21-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-21-26" id="__codelineno-21-26" name="__codelineno-21-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-21-27" id="__codelineno-21-27" name="__codelineno-21-27"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-21-28" id="__codelineno-21-28" name="__codelineno-21-28"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.rs</span><pre><span></span><code><a href="#__codelineno-22-1" id="__codelineno-22-1" name="__codelineno-22-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-22-2" id="__codelineno-22-2" name="__codelineno-22-2"></a><span class="k">fn</span><span class="w"> </span><span class="nf">edit_distance_dp_comp</span><span class="p">(</span><span class="n">s</span><span class="p">:</span><span class="w"> </span><span class="kp">&amp;</span><span class="kt">str</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">:</span><span class="w"> </span><span class="kp">&amp;</span><span class="kt">str</span><span class="p">)</span><span class="w"> </span><span class="p">-&gt;</span><span class="w"> </span><span class="kt">i32</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-22-3" id="__codelineno-22-3" name="__codelineno-22-3"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">.</span><span class="n">len</span><span class="p">(),</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">len</span><span class="p">());</span>
<a href="#__codelineno-22-4" id="__codelineno-22-4" name="__codelineno-22-4"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="fm">vec!</span><span class="p">[</span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">];</span>
<a href="#__codelineno-22-5" id="__codelineno-22-5" name="__codelineno-22-5"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-22-6" id="__codelineno-22-6" name="__codelineno-22-6"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">..</span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-22-7" id="__codelineno-22-7" name="__codelineno-22-7"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="kt">i32</span><span class="p">;</span>
<a href="#__codelineno-22-8" id="__codelineno-22-8" name="__codelineno-22-8"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-22-9" id="__codelineno-22-9" name="__codelineno-22-9"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-22-10" id="__codelineno-22-10" name="__codelineno-22-10"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">..=</span><span class="n">n</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-22-11" id="__codelineno-22-11" name="__codelineno-22-11"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-22-12" id="__codelineno-22-12" name="__codelineno-22-12"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">];</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-22-13" id="__codelineno-22-13" name="__codelineno-22-13"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="kt">i32</span><span class="p">;</span>
<a href="#__codelineno-22-14" id="__codelineno-22-14" name="__codelineno-22-14"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-22-15" id="__codelineno-22-15" name="__codelineno-22-15"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">..=</span><span class="n">m</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-22-16" id="__codelineno-22-16" name="__codelineno-22-16"></a><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">];</span>
<a href="#__codelineno-22-17" id="__codelineno-22-17" name="__codelineno-22-17"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">chars</span><span class="p">().</span><span class="n">nth</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">chars</span><span class="p">().</span><span class="n">nth</span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-22-18" id="__codelineno-22-18" name="__codelineno-22-18"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-22-19" id="__codelineno-22-19" name="__codelineno-22-19"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span><span class="p">;</span>
<a href="#__codelineno-22-20" id="__codelineno-22-20" name="__codelineno-22-20"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-22-21" id="__codelineno-22-21" name="__codelineno-22-21"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-22-22" id="__codelineno-22-22" name="__codelineno-22-22"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">std</span><span class="p">::</span><span class="n">cmp</span><span class="p">::</span><span class="n">min</span><span class="p">(</span><span class="n">std</span><span class="p">::</span><span class="n">cmp</span><span class="p">::</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-22-23" id="__codelineno-22-23" name="__codelineno-22-23"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-22-24" id="__codelineno-22-24" name="__codelineno-22-24"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-22-25" id="__codelineno-22-25" name="__codelineno-22-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-22-26" id="__codelineno-22-26" name="__codelineno-22-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-22-27" id="__codelineno-22-27" name="__codelineno-22-27"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">m</span><span class="p">]</span>
<a href="#__codelineno-22-28" id="__codelineno-22-28" name="__codelineno-22-28"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.c</span><pre><span></span><code><a href="#__codelineno-23-1" id="__codelineno-23-1" name="__codelineno-23-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-23-2" id="__codelineno-23-2" name="__codelineno-23-2"></a><span class="kt">int</span><span class="w"> </span><span class="nf">editDistanceDPComp</span><span class="p">(</span><span class="kt">char</span><span class="w"> </span><span class="o">*</span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="kt">char</span><span class="w"> </span><span class="o">*</span><span class="n">t</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">n</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">m</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-23-3" id="__codelineno-23-3" name="__codelineno-23-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">calloc</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="k">sizeof</span><span class="p">(</span><span class="kt">int</span><span class="p">));</span>
<a href="#__codelineno-23-4" id="__codelineno-23-4" name="__codelineno-23-4"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-23-5" id="__codelineno-23-5" name="__codelineno-23-5"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-23-6" id="__codelineno-23-6" name="__codelineno-23-6"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="p">;</span>
<a href="#__codelineno-23-7" id="__codelineno-23-7" name="__codelineno-23-7"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-23-8" id="__codelineno-23-8" name="__codelineno-23-8"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-23-9" id="__codelineno-23-9" name="__codelineno-23-9"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">n</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-23-10" id="__codelineno-23-10" name="__codelineno-23-10"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-23-11" id="__codelineno-23-11" name="__codelineno-23-11"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">];</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-23-12" id="__codelineno-23-12" name="__codelineno-23-12"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="p">;</span>
<a href="#__codelineno-23-13" id="__codelineno-23-13" name="__codelineno-23-13"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-23-14" id="__codelineno-23-14" name="__codelineno-23-14"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">m</span><span class="p">;</span><span class="w"> </span><span class="n">j</span><span class="o">++</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-23-15" id="__codelineno-23-15" name="__codelineno-23-15"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">];</span>
<a href="#__codelineno-23-16" id="__codelineno-23-16" name="__codelineno-23-16"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">])</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-23-17" id="__codelineno-23-17" name="__codelineno-23-17"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-23-18" id="__codelineno-23-18" name="__codelineno-23-18"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span><span class="p">;</span>
<a href="#__codelineno-23-19" id="__codelineno-23-19" name="__codelineno-23-19"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-23-20" id="__codelineno-23-20" name="__codelineno-23-20"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-23-21" id="__codelineno-23-21" name="__codelineno-23-21"></a><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myMin</span><span class="p">(</span><span class="n">myMin</span><span class="p">(</span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span>
<a href="#__codelineno-23-22" id="__codelineno-23-22" name="__codelineno-23-22"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-23-23" id="__codelineno-23-23" name="__codelineno-23-23"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="p">;</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-23-24" id="__codelineno-23-24" name="__codelineno-23-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-23-25" id="__codelineno-23-25" name="__codelineno-23-25"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-23-26" id="__codelineno-23-26" name="__codelineno-23-26"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">res</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="p">[</span><span class="n">m</span><span class="p">];</span>
<a href="#__codelineno-23-27" id="__codelineno-23-27" name="__codelineno-23-27"></a><span class="w"> </span><span class="c1">// 메모리 해제</span>
<a href="#__codelineno-23-28" id="__codelineno-23-28" name="__codelineno-23-28"></a><span class="w"> </span><span class="n">free</span><span class="p">(</span><span class="n">dp</span><span class="p">);</span>
<a href="#__codelineno-23-29" id="__codelineno-23-29" name="__codelineno-23-29"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">res</span><span class="p">;</span>
<a href="#__codelineno-23-30" id="__codelineno-23-30" name="__codelineno-23-30"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.kt</span><pre><span></span><code><a href="#__codelineno-24-1" id="__codelineno-24-1" name="__codelineno-24-1"></a><span class="cm">/* 편집 거리: 공간을 최적화한 동적 계획법 */</span>
<a href="#__codelineno-24-2" id="__codelineno-24-2" name="__codelineno-24-2"></a><span class="kd">fun</span><span class="w"> </span><span class="nf">editDistanceDPComp</span><span class="p">(</span><span class="n">s</span><span class="p">:</span><span class="w"> </span><span class="kt">String</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">:</span><span class="w"> </span><span class="kt">String</span><span class="p">):</span><span class="w"> </span><span class="kt">Int</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-24-3" id="__codelineno-24-3" name="__codelineno-24-3"></a><span class="w"> </span><span class="kd">val</span><span class="w"> </span><span class="nv">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="na">length</span>
<a href="#__codelineno-24-4" id="__codelineno-24-4" name="__codelineno-24-4"></a><span class="w"> </span><span class="kd">val</span><span class="w"> </span><span class="nv">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="na">length</span>
<a href="#__codelineno-24-5" id="__codelineno-24-5" name="__codelineno-24-5"></a><span class="w"> </span><span class="kd">val</span><span class="w"> </span><span class="nv">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">IntArray</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span><span class="p">)</span>
<a href="#__codelineno-24-6" id="__codelineno-24-6" name="__codelineno-24-6"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-24-7" id="__codelineno-24-7" name="__codelineno-24-7"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="m">1.</span><span class="p">.</span><span class="na">m</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-24-8" id="__codelineno-24-8" name="__codelineno-24-8"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span>
<a href="#__codelineno-24-9" id="__codelineno-24-9" name="__codelineno-24-9"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-24-10" id="__codelineno-24-10" name="__codelineno-24-10"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 행</span>
<a href="#__codelineno-24-11" id="__codelineno-24-11" name="__codelineno-24-11"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="m">1.</span><span class="p">.</span><span class="na">n</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-24-12" id="__codelineno-24-12" name="__codelineno-24-12"></a><span class="w"> </span><span class="c1">// 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-24-13" id="__codelineno-24-13" name="__codelineno-24-13"></a><span class="w"> </span><span class="kd">var</span><span class="w"> </span><span class="nv">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="m">0</span><span class="o">]</span><span class="w"> </span><span class="c1">// dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-24-14" id="__codelineno-24-14" name="__codelineno-24-14"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="m">0</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span>
<a href="#__codelineno-24-15" id="__codelineno-24-15" name="__codelineno-24-15"></a><span class="w"> </span><span class="c1">// 상태 전이: 나머지 열</span>
<a href="#__codelineno-24-16" id="__codelineno-24-16" name="__codelineno-24-16"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="m">1.</span><span class="p">.</span><span class="na">m</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-24-17" id="__codelineno-24-17" name="__codelineno-24-17"></a><span class="w"> </span><span class="kd">val</span><span class="w"> </span><span class="nv">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span>
<a href="#__codelineno-24-18" id="__codelineno-24-18" name="__codelineno-24-18"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="o">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-24-19" id="__codelineno-24-19" name="__codelineno-24-19"></a><span class="w"> </span><span class="c1">// 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-24-20" id="__codelineno-24-20" name="__codelineno-24-20"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span>
<a href="#__codelineno-24-21" id="__codelineno-24-21" name="__codelineno-24-21"></a><span class="w"> </span><span class="p">}</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="p">{</span>
<a href="#__codelineno-24-22" id="__codelineno-24-22" name="__codelineno-24-22"></a><span class="w"> </span><span class="c1">// 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-24-23" id="__codelineno-24-23" name="__codelineno-24-23"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">min</span><span class="p">(</span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="m">1</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="p">),</span><span class="w"> </span><span class="n">leftup</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="m">1</span>
<a href="#__codelineno-24-24" id="__codelineno-24-24" name="__codelineno-24-24"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-24-25" id="__codelineno-24-25" name="__codelineno-24-25"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="c1">// 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-24-26" id="__codelineno-24-26" name="__codelineno-24-26"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-24-27" id="__codelineno-24-27" name="__codelineno-24-27"></a><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-24-28" id="__codelineno-24-28" name="__codelineno-24-28"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">m</span><span class="o">]</span>
<a href="#__codelineno-24-29" id="__codelineno-24-29" name="__codelineno-24-29"></a><span class="p">}</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><span class="filename">edit_distance.rb</span><pre><span></span><code><a href="#__codelineno-25-1" id="__codelineno-25-1" name="__codelineno-25-1"></a><span class="c1">### 편집 거리: 공간을 최적화한 동적 계획법 ###</span>
<a href="#__codelineno-25-2" id="__codelineno-25-2" name="__codelineno-25-2"></a><span class="k">def</span><span class="w"> </span><span class="nf">edit_distance_dp_comp</span><span class="p">(</span><span class="n">s</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="p">)</span>
<a href="#__codelineno-25-3" id="__codelineno-25-3" name="__codelineno-25-3"></a><span class="w"> </span><span class="n">n</span><span class="p">,</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="o">.</span><span class="n">length</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="o">.</span><span class="n">length</span>
<a href="#__codelineno-25-4" id="__codelineno-25-4" name="__codelineno-25-4"></a><span class="w"> </span><span class="n">dp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Array</span><span class="o">.</span><span class="n">new</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
<a href="#__codelineno-25-5" id="__codelineno-25-5" name="__codelineno-25-5"></a><span class="w"> </span><span class="c1"># 상태 전이: 첫 번째 행</span>
<a href="#__codelineno-25-6" id="__codelineno-25-6" name="__codelineno-25-6"></a><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="o">...</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">each</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="o">|</span><span class="n">j</span><span class="o">|</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="p">}</span>
<a href="#__codelineno-25-7" id="__codelineno-25-7" name="__codelineno-25-7"></a><span class="w"> </span><span class="c1"># 상태 전이: 나머지 행</span>
<a href="#__codelineno-25-8" id="__codelineno-25-8" name="__codelineno-25-8"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">...</span><span class="p">(</span><span class="n">n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-25-9" id="__codelineno-25-9" name="__codelineno-25-9"></a><span class="w"> </span><span class="c1"># 상태 전이: 첫 번째 열</span>
<a href="#__codelineno-25-10" id="__codelineno-25-10" name="__codelineno-25-10"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">.</span><span class="n">first</span><span class="w"> </span><span class="c1"># dp[i-1, j-1]을 임시로 저장한다</span>
<a href="#__codelineno-25-11" id="__codelineno-25-11" name="__codelineno-25-11"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="mi">0</span><span class="o">]</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="mi">1</span>
<a href="#__codelineno-25-12" id="__codelineno-25-12" name="__codelineno-25-12"></a><span class="w"> </span><span class="c1"># 상태 전이: 나머지 열</span>
<a href="#__codelineno-25-13" id="__codelineno-25-13" name="__codelineno-25-13"></a><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">...</span><span class="p">(</span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
<a href="#__codelineno-25-14" id="__codelineno-25-14" name="__codelineno-25-14"></a><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span>
<a href="#__codelineno-25-15" id="__codelineno-25-15" name="__codelineno-25-15"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">s</span><span class="o">[</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">t</span><span class="o">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span>
<a href="#__codelineno-25-16" id="__codelineno-25-16" name="__codelineno-25-16"></a><span class="w"> </span><span class="c1"># 두 문자가 같으면 두 문자를 바로 건너뛴다</span>
<a href="#__codelineno-25-17" id="__codelineno-25-17" name="__codelineno-25-17"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">leftup</span>
<a href="#__codelineno-25-18" id="__codelineno-25-18" name="__codelineno-25-18"></a><span class="w"> </span><span class="k">else</span>
<a href="#__codelineno-25-19" id="__codelineno-25-19" name="__codelineno-25-19"></a><span class="w"> </span><span class="c1"># 최소 편집 횟수 = 삽입, 삭제, 교체 세 연산에 대한 최소 편집 횟수 + 1</span>
<a href="#__codelineno-25-20" id="__codelineno-25-20" name="__codelineno-25-20"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">[</span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">j</span><span class="o">]</span><span class="p">,</span><span class="w"> </span><span class="n">leftup</span><span class="o">].</span><span class="n">min</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
<a href="#__codelineno-25-21" id="__codelineno-25-21" name="__codelineno-25-21"></a><span class="w"> </span><span class="k">end</span>
<a href="#__codelineno-25-22" id="__codelineno-25-22" name="__codelineno-25-22"></a><span class="w"> </span><span class="n">leftup</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">temp</span><span class="w"> </span><span class="c1"># 다음 반복의 dp[i-1, j-1]로 갱신한다</span>
<a href="#__codelineno-25-23" id="__codelineno-25-23" name="__codelineno-25-23"></a><span class="w"> </span><span class="k">end</span>
<a href="#__codelineno-25-24" id="__codelineno-25-24" name="__codelineno-25-24"></a><span class="w"> </span><span class="k">end</span>
<a href="#__codelineno-25-25" id="__codelineno-25-25" name="__codelineno-25-25"></a><span class="w"> </span><span class="n">dp</span><span class="o">[</span><span class="n">m</span><span class="o">]</span>
<a href="#__codelineno-25-26" id="__codelineno-25-26" name="__codelineno-25-26"></a><span class="k">end</span>
</code></pre></div>
</div>
</div>
</div>
<details class="pythontutor">
<summary>코드 시각화</summary>
<p><div style="height: 549px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=def%20edit_distance_dp_comp%28s%3A%20str,%20t%3A%20str%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%ED%8E%B8%EC%A7%91%20%EA%B1%B0%EB%A6%AC%3A%20%EA%B3%B5%EA%B0%84%EC%9D%84%20%EC%B5%9C%EC%A0%81%ED%99%94%ED%95%9C%20%EB%8F%99%EC%A0%81%20%EA%B3%84%ED%9A%8D%EB%B2%95%22%22%22%0A%20%20%20%20n,%20m%20%3D%20len%28s%29,%20len%28t%29%0A%20%20%20%20dp%20%3D%20%5B0%5D%20%2A%20%28m%20%2B%201%29%0A%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EC%B2%AB%20%EB%B2%88%EC%A7%B8%20%ED%96%89%0A%20%20%20%20for%20j%20in%20range%281,%20m%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20dp%5Bj%5D%20%3D%20j%0A%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EB%82%98%EB%A8%B8%EC%A7%80%20%ED%96%89%0A%20%20%20%20for%20i%20in%20range%281,%20n%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EC%B2%AB%20%EB%B2%88%EC%A7%B8%20%EC%97%B4%0A%20%20%20%20%20%20%20%20leftup%20%3D%20dp%5B0%5D%20%20%23%20dp%5Bi-1,%20j-1%5D%EC%9D%84%20%EC%9E%84%EC%8B%9C%EB%A1%9C%20%EC%A0%80%EC%9E%A5%ED%95%9C%EB%8B%A4%0A%20%20%20%20%20%20%20%20dp%5B0%5D%20%2B%3D%201%0A%20%20%20%20%20%20%20%20%23%20%EC%83%81%ED%83%9C%20%EC%A0%84%EC%9D%B4%3A%20%EB%82%98%EB%A8%B8%EC%A7%80%20%EC%97%B4%0A%20%20%20%20%20%20%20%20for%20j%20in%20range%281,%20m%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20temp%20%3D%20dp%5Bj%5D%0A%20%20%20%20%20%20%20%20%20%20%20%20if%20s%5Bi%20-%201%5D%20%3D%3D%20t%5Bj%20-%201%5D%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23%20%EB%91%90%20%EB%AC%B8%EC%9E%90%EA%B0%80%20%EA%B0%99%EC%9C%BC%EB%A9%B4%20%EB%91%90%20%EB%AC%B8%EC%9E%90%EB%A5%BC%20%EB%B0%94%EB%A1%9C%20%EA%B1%B4%EB%84%88%EB%9B%B4%EB%8B%A4%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20dp%5Bj%5D%20%3D%20leftup%0A%20%20%20%20%20%20%20%20%20%20%20%20else%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%20%3D%20%EC%82%BD%EC%9E%85,%20%EC%82%AD%EC%A0%9C,%20%EA%B5%90%EC%B2%B4%20%EC%84%B8%20%EC%97%B0%EC%82%B0%EC%97%90%20%EB%8C%80%ED%95%9C%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%20%2B%201%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20dp%5Bj%5D%20%3D%20min%28dp%5Bj%20-%201%5D,%20dp%5Bj%5D,%20leftup%29%20%2B%201%0A%20%20%20%20%20%20%20%20%20%20%20%20leftup%20%3D%20temp%20%20%23%20%EB%8B%A4%EC%9D%8C%20%EB%B0%98%EB%B3%B5%EC%9D%98%20dp%5Bi-1,%20j-1%5D%EB%A1%9C%20%EA%B0%B1%EC%8B%A0%ED%95%9C%EB%8B%A4%0A%20%20%20%20return%20dp%5Bm%5D%0A%0A%0A%22%22%22%EC%8B%A4%ED%96%89%20%EC%BD%94%EB%93%9C%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20s%20%3D%20%22bag%22%0A%20%20%20%20t%20%3D%20%22pack%22%0A%20%20%20%20n,%20m%20%3D%20len%28s%29,%20len%28t%29%0A%0A%20%20%20%20%23%20%EA%B3%B5%EA%B0%84%EC%9D%84%20%EC%B5%9C%EC%A0%81%ED%99%94%ED%95%9C%20%EB%8F%99%EC%A0%81%20%EA%B3%84%ED%9A%8D%EB%B2%95%0A%20%20%20%20res%20%3D%20edit_distance_dp_comp%28s,%20t%29%0A%20%20%20%20print%28f%22%7Bs%7D%20%E2%86%92%20%7Bt%7D%20%EB%B3%80%EA%B2%BD%EC%97%90%20%ED%95%84%EC%9A%94%ED%95%9C%20%EC%B5%9C%EC%86%8C%20%ED%8E%B8%EC%A7%91%20%ED%9A%9F%EC%88%98%3A%20%7Bres%7D%22%29&amp;codeDivHeight=472&amp;codeDivWidth=350&amp;cumulative=false&amp;curInstr=6&amp;heapPrimitives=nevernest&amp;origin=opt-frontend.js&amp;py=311&amp;rawInputLstJSON=%5B%5D&amp;textReferences=false" title="코드 시각화"> </iframe></div>
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