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<h1 id="91">9.1 图<a class="headerlink" href="#91" title="Permanent link">¶</a></h1>
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<p>「图 graph」是一种非线性数据结构,由「顶点 vertex」和「边 edge」组成。我们可以将图 <span class="arithmatex">\(G\)</span> 抽象地表示为一组顶点 <span class="arithmatex">\(V\)</span> 和一组边 <span class="arithmatex">\(E\)</span> 的集合。以下示例展示了一个包含 5 个顶点和 7 条边的图。</p>
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<div class="arithmatex">\[
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</table>
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Permission is hereby granted, free of charge, to any person obtaining a copy
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deal in the Software without restriction, including without limitation the
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rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
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sell copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in
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all copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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<!--
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Copyright (c) 2016-2023 Martin Donath <martin.donath@squidfunk.com>
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to
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deal in the Software without restriction, including without limitation the
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rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
|
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sell copies of the Software, and to permit persons to whom the Software is
|
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furnished to do so, subject to the following conditions:
|
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The above copyright notice and this permission notice shall be included in
|
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all copies or substantial portions of the Software.
|
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
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FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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<!-- Page content -->
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<h1 id="92">9.2 图基础操作<a class="headerlink" href="#92" title="Permanent link">¶</a></h1>
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<p>图的基础操作可分为对“边”的操作和对“顶点”的操作。在“邻接矩阵”和“邻接表”两种表示方法下,实现方式有所不同。</p>
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<h2 id="921">9.2.1 基于邻接矩阵的实现<a class="headerlink" href="#921" title="Permanent link">¶</a></h2>
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</div>
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<p>观察表 9-2 ,似乎邻接表(哈希表)的时间与空间效率最优。但实际上,在邻接矩阵中操作边的效率更高,只需要一次数组访问或赋值操作即可。综合来看,邻接矩阵体现了“以空间换时间”的原则,而邻接表体现了“以时间换空间”的原则。</p>
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to
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deal in the Software without restriction, including without limitation the
|
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rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
|
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sell copies of the Software, and to permit persons to whom the Software is
|
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furnished to do so, subject to the following conditions:
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|
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The above copyright notice and this permission notice shall be included in
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all copies or substantial portions of the Software.
|
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|
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
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FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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Copyright (c) 2016-2023 Martin Donath <martin.donath@squidfunk.com>
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Permission is hereby granted, free of charge, to any person obtaining a copy
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deal in the Software without restriction, including without limitation the
|
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rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
|
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sell copies of the Software, and to permit persons to whom the Software is
|
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in
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all copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE
|
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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|
||||
<h1 id="93">9.3 图的遍历<a class="headerlink" href="#93" title="Permanent link">¶</a></h1>
|
||||
<p>树代表的是“一对多”的关系,而图则具有更高的自由度,可以表示任意的“多对多”关系。因此,我们可以把树看作是图的一种特例。显然,<strong>树的遍历操作也是图的遍历操作的一种特例</strong>。</p>
|
||||
<p>图和树都都需要应用搜索算法来实现遍历操作。图的遍历方式可分为两种:「广度优先遍历 breadth-first traversal」和「深度优先遍历 depth-first traversal」。它们也常被称为「广度优先搜索 breadth-first search」和「深度优先搜索 depth-first search」,简称 BFS 和 DFS 。</p>
|
||||
@@ -4313,11 +4345,73 @@
|
||||
<p><strong>时间复杂度:</strong> 所有顶点都会被访问 <span class="arithmatex">\(1\)</span> 次,使用 <span class="arithmatex">\(O(|V|)\)</span> 时间;所有边都会被访问 <span class="arithmatex">\(2\)</span> 次,使用 <span class="arithmatex">\(O(2|E|)\)</span> 时间;总体使用 <span class="arithmatex">\(O(|V| + |E|)\)</span> 时间。</p>
|
||||
<p><strong>空间复杂度:</strong> 列表 <code>res</code> ,哈希表 <code>visited</code> 顶点数量最多为 <span class="arithmatex">\(|V|\)</span> ,递归深度最大为 <span class="arithmatex">\(|V|\)</span> ,因此使用 <span class="arithmatex">\(O(|V|)\)</span> 空间。</p>
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|
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<ul>
|
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@@ -3471,11 +3503,73 @@
|
||||
<p>可以是任意顺序。但在实际应用中,可能会需要按照指定规则来排序,比如按照顶点添加的次序、或者按照顶点值大小的顺序等等,这样可以有助于快速查找“带有某种极值”的顶点。</p>
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|
||||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
|
||||
</div>
|
||||
<div class="md-footer__title">
|
||||
<span class="md-footer__direction">
|
||||
上一页
|
||||
</span>
|
||||
<div class="md-ellipsis">
|
||||
9.3 图的遍历
|
||||
</div>
|
||||
</div>
|
||||
</a>
|
||||
|
||||
|
||||
<!-- Link to next page -->
|
||||
|
||||
|
||||
<a
|
||||
href="../../chapter_searching/"
|
||||
class="md-footer__link md-footer__link--next"
|
||||
aria-label="下一页: 第 10 章 &nbsp; 搜索"
|
||||
rel="next"
|
||||
>
|
||||
<div class="md-footer__title">
|
||||
<span class="md-footer__direction">
|
||||
下一页
|
||||
</span>
|
||||
<div class="md-ellipsis">
|
||||
第 10 章 搜索
|
||||
</div>
|
||||
</div>
|
||||
<div class="md-footer__button md-icon">
|
||||
|
||||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg>
|
||||
</div>
|
||||
</a>
|
||||
|
||||
</nav>
|
||||
|
||||
<!-- Comment system -->
|
||||
|
||||
<h5 align="center" id="__comments">欢迎你提出疑问或建议</h5>
|
||||
<!-- Insert generated snippet here -->
|
||||
<script
|
||||
src="https://giscus.app/client.js"
|
||||
@@ -3541,48 +3635,31 @@
|
||||
|
||||
</main>
|
||||
|
||||
<footer class="md-footer">
|
||||
|
||||
|
||||
|
||||
<nav class="md-footer__inner md-grid" aria-label="页脚" >
|
||||
|
||||
|
||||
<a href="../graph_traversal/" class="md-footer__link md-footer__link--prev" aria-label="上一页: 9.3 &nbsp; 图的遍历" rel="prev">
|
||||
<div class="md-footer__button md-icon">
|
||||
|
||||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
|
||||
</div>
|
||||
<div class="md-footer__title">
|
||||
<span class="md-footer__direction">
|
||||
上一页
|
||||
</span>
|
||||
<div class="md-ellipsis">
|
||||
9.3 图的遍历
|
||||
</div>
|
||||
</div>
|
||||
</a>
|
||||
|
||||
|
||||
|
||||
<a href="../../chapter_searching/" class="md-footer__link md-footer__link--next" aria-label="下一页: 第 10 章 &nbsp; 搜索" rel="next">
|
||||
<div class="md-footer__title">
|
||||
<span class="md-footer__direction">
|
||||
下一页
|
||||
</span>
|
||||
<div class="md-ellipsis">
|
||||
第 10 章 搜索
|
||||
</div>
|
||||
</div>
|
||||
<div class="md-footer__button md-icon">
|
||||
|
||||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg>
|
||||
</div>
|
||||
</a>
|
||||
|
||||
</nav>
|
||||
|
||||
|
||||
<!--
|
||||
Copyright (c) 2016-2023 Martin Donath <martin.donath@squidfunk.com>
|
||||
|
||||
Permission is hereby granted, free of charge, to any person obtaining a copy
|
||||
of this software and associated documentation files (the "Software"), to
|
||||
deal in the Software without restriction, including without limitation the
|
||||
rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
|
||||
sell copies of the Software, and to permit persons to whom the Software is
|
||||
furnished to do so, subject to the following conditions:
|
||||
|
||||
The above copyright notice and this permission notice shall be included in
|
||||
all copies or substantial portions of the Software.
|
||||
|
||||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
||||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
||||
FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE
|
||||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
||||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
|
||||
FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
|
||||
IN THE SOFTWARE.
|
||||
-->
|
||||
|
||||
<!-- Footer -->
|
||||
<footer class="md-footer">
|
||||
<!-- Further information -->
|
||||
<div class="md-footer-meta md-typeset">
|
||||
<div class="md-footer-meta__inner md-grid">
|
||||
<div class="md-copyright">
|
||||
@@ -3593,6 +3670,8 @@
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
<!-- Social links -->
|
||||
|
||||
<div class="md-social">
|
||||
|
||||
|
||||
Reference in New Issue
Block a user