mirror of
https://github.com/krahets/hello-algo.git
synced 2026-11-13 01:08:11 +08:00
Retranslate the complete English edition from Simplified Chinese (#2010)
* Retranslate the complete English edition from Simplified Chinese * Polish three English explanations after reader-focused review
This commit is contained in:
@@ -4,76 +4,76 @@
|
||||
* Author: Gaofer Chou (gaofer-chou@qq.com)
|
||||
*/
|
||||
|
||||
/* Edit distance: Brute-force search */
|
||||
/* Edit distance: brute-force search */
|
||||
function editDistanceDFS(s, t, i, j) {
|
||||
// If both s and t are empty, return 0
|
||||
// If the current prefixes of both s and t are empty, return 0
|
||||
if (i === 0 && j === 0) return 0;
|
||||
|
||||
// If s is empty, return length of t
|
||||
// If the current prefix of s is empty, return the current prefix length j of t
|
||||
if (i === 0) return j;
|
||||
|
||||
// If t is empty, return length of s
|
||||
// If the current prefix of t is empty, return the current prefix length i of s
|
||||
if (j === 0) return i;
|
||||
|
||||
// If two characters are equal, skip both characters
|
||||
// If the two characters are equal, skip both of them
|
||||
if (s.charAt(i - 1) === t.charAt(j - 1))
|
||||
return editDistanceDFS(s, t, i - 1, j - 1);
|
||||
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
// Minimum edits = the minimum among the insertion, deletion, and replacement subproblems + 1
|
||||
const insert = editDistanceDFS(s, t, i, j - 1);
|
||||
const del = editDistanceDFS(s, t, i - 1, j);
|
||||
const replace = editDistanceDFS(s, t, i - 1, j - 1);
|
||||
// Return minimum edit steps
|
||||
// Return the minimum number of edits
|
||||
return Math.min(insert, del, replace) + 1;
|
||||
}
|
||||
|
||||
/* Edit distance: Memoization search */
|
||||
/* Edit distance: memoized search */
|
||||
function editDistanceDFSMem(s, t, mem, i, j) {
|
||||
// If both s and t are empty, return 0
|
||||
// If the current prefixes of both s and t are empty, return 0
|
||||
if (i === 0 && j === 0) return 0;
|
||||
|
||||
// If s is empty, return length of t
|
||||
// If the current prefix of s is empty, return the current prefix length j of t
|
||||
if (i === 0) return j;
|
||||
|
||||
// If t is empty, return length of s
|
||||
// If the current prefix of t is empty, return the current prefix length i of s
|
||||
if (j === 0) return i;
|
||||
|
||||
// If there's a record, return it directly
|
||||
// If a result has already been recorded, return it directly
|
||||
if (mem[i][j] !== -1) return mem[i][j];
|
||||
|
||||
// If two characters are equal, skip both characters
|
||||
// If the two characters are equal, skip both of them
|
||||
if (s.charAt(i - 1) === t.charAt(j - 1))
|
||||
return editDistanceDFSMem(s, t, mem, i - 1, j - 1);
|
||||
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
// Minimum edits = the minimum among the insertion, deletion, and replacement subproblems + 1
|
||||
const insert = editDistanceDFSMem(s, t, mem, i, j - 1);
|
||||
const del = editDistanceDFSMem(s, t, mem, i - 1, j);
|
||||
const replace = editDistanceDFSMem(s, t, mem, i - 1, j - 1);
|
||||
// Record and return minimum edit steps
|
||||
// Record and return the minimum number of edits
|
||||
mem[i][j] = Math.min(insert, del, replace) + 1;
|
||||
return mem[i][j];
|
||||
}
|
||||
|
||||
/* Edit distance: Dynamic programming */
|
||||
/* Edit distance: dynamic programming */
|
||||
function editDistanceDP(s, t) {
|
||||
const n = s.length,
|
||||
m = t.length;
|
||||
const dp = Array.from({ length: n + 1 }, () => new Array(m + 1).fill(0));
|
||||
// State transition: first row and first column
|
||||
// State transitions: first row and first column
|
||||
for (let i = 1; i <= n; i++) {
|
||||
dp[i][0] = i;
|
||||
}
|
||||
for (let j = 1; j <= m; j++) {
|
||||
dp[0][j] = j;
|
||||
}
|
||||
// State transition: rest of the rows and columns
|
||||
// State transitions: remaining rows and columns
|
||||
for (let i = 1; i <= n; i++) {
|
||||
for (let j = 1; j <= m; j++) {
|
||||
if (s.charAt(i - 1) === t.charAt(j - 1)) {
|
||||
// If two characters are equal, skip both characters
|
||||
// If the two characters are equal, skip both of them
|
||||
dp[i][j] = dp[i - 1][j - 1];
|
||||
} else {
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
// Minimum edits = the minimum among the insertion, deletion, and replacement subproblems + 1
|
||||
dp[i][j] =
|
||||
Math.min(dp[i][j - 1], dp[i - 1][j], dp[i - 1][j - 1]) + 1;
|
||||
}
|
||||
@@ -82,31 +82,31 @@ function editDistanceDP(s, t) {
|
||||
return dp[n][m];
|
||||
}
|
||||
|
||||
/* Edit distance: Space-optimized dynamic programming */
|
||||
/* Edit distance: space-optimized dynamic programming */
|
||||
function editDistanceDPComp(s, t) {
|
||||
const n = s.length,
|
||||
m = t.length;
|
||||
const dp = new Array(m + 1).fill(0);
|
||||
// State transition: first row
|
||||
// State transitions: first row
|
||||
for (let j = 1; j <= m; j++) {
|
||||
dp[j] = j;
|
||||
}
|
||||
// State transition: rest of the rows
|
||||
// State transitions: remaining rows
|
||||
for (let i = 1; i <= n; i++) {
|
||||
// State transition: first column
|
||||
// State transitions: first column
|
||||
let leftup = dp[0]; // Temporarily store dp[i-1, j-1]
|
||||
dp[0] = i;
|
||||
// State transition: rest of the columns
|
||||
// State transitions: remaining columns
|
||||
for (let j = 1; j <= m; j++) {
|
||||
const temp = dp[j];
|
||||
if (s.charAt(i - 1) === t.charAt(j - 1)) {
|
||||
// If two characters are equal, skip both characters
|
||||
// If the two characters are equal, skip both of them
|
||||
dp[j] = leftup;
|
||||
} else {
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
// Minimum edits = the minimum among the insertion, deletion, and replacement subproblems + 1
|
||||
dp[j] = Math.min(dp[j - 1], dp[j], leftup) + 1;
|
||||
}
|
||||
leftup = temp; // Update for next round's dp[i-1, j-1]
|
||||
leftup = temp; // Update to dp[i-1, j-1] for the next iteration
|
||||
}
|
||||
}
|
||||
return dp[m];
|
||||
@@ -119,17 +119,17 @@ const n = s.length,
|
||||
|
||||
// Brute-force search
|
||||
let res = editDistanceDFS(s, t, n, m);
|
||||
console.log(`Changing ${s} to ${t} requires minimum ${res} edits`);
|
||||
console.log(`Minimum number of edits to transform ${s} into ${t}: ${res}`);
|
||||
|
||||
// Memoization search
|
||||
// Memoized search
|
||||
const mem = Array.from(new Array(n + 1), () => new Array(m + 1).fill(-1));
|
||||
res = editDistanceDFSMem(s, t, mem, n, m);
|
||||
console.log(`Changing ${s} to ${t} requires minimum ${res} edits`);
|
||||
console.log(`Minimum number of edits to transform ${s} into ${t}: ${res}`);
|
||||
|
||||
// Dynamic programming
|
||||
res = editDistanceDP(s, t);
|
||||
console.log(`Changing ${s} to ${t} requires minimum ${res} edits`);
|
||||
console.log(`Minimum number of edits to transform ${s} into ${t}: ${res}`);
|
||||
|
||||
// Space-optimized dynamic programming
|
||||
res = editDistanceDPComp(s, t);
|
||||
console.log(`Changing ${s} to ${t} requires minimum ${res} edits`);
|
||||
console.log(`Minimum number of edits to transform ${s} into ${t}: ${res}`);
|
||||
|
||||
Reference in New Issue
Block a user