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90 KiB
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<meta name="description" content="动画图解、一键运行的数据结构与算法教程">
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<meta name="author" content="Krahets">
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<header class="md-header md-header--shadow" data-md-component="header">
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<a href="." title="Hello 算法" class="md-header__button md-logo" aria-label="Hello 算法" data-md-component="logo">
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Hello 算法
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Home
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正在初始化搜索引擎
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<div class="md-header__source">
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krahets/hello-algo
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Hello 算法
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<div class="md-source__repository">
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krahets/hello-algo
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0.1 关于本书
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</a>
|
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0.2 如何使用本书
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</a>
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0.3 小结
|
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|
||
|
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第 1 章 初识算法
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第 1 章 初识算法
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1.1 算法无处不在
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|
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|
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</a>
|
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</li>
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1.2 算法是什么
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</a>
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1.3 小结
|
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</span>
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|
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|
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<span class="md-ellipsis">
|
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第 2 章 复杂度分析
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第 2 章 复杂度分析
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2.1 算法效率评估
|
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</span>
|
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|
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|
||
</a>
|
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</li>
|
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|
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2.2 迭代与递归
|
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</span>
|
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|
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|
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</a>
|
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</li>
|
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|
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2.3 时间复杂度
|
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</span>
|
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|
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|
||
</a>
|
||
</li>
|
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|
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2.4 空间复杂度
|
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</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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|
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2.5 小结
|
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</span>
|
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|
||
|
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</a>
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|
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</nav>
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|
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|
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|
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|
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<span class="md-ellipsis">
|
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第 3 章 数据结构
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第 3 章 数据结构
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3.1 数据结构分类
|
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|
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|
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</a>
|
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</li>
|
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3.2 基本数据类型
|
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|
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|
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|
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</a>
|
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</li>
|
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3.3 数字编码 *
|
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|
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|
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|
||
</a>
|
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</li>
|
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|
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|
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3.4 字符编码 *
|
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</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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3.5 小结
|
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</span>
|
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|
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|
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|
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|
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|
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|
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第 4 章 数组与链表
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4.1 数组
|
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</a>
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</li>
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4.2 链表
|
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|
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|
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|
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</a>
|
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</li>
|
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4.3 列表
|
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</span>
|
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|
||
|
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</a>
|
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</li>
|
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|
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|
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<li class="md-nav__item">
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|
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4.4 内存与缓存 *
|
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</span>
|
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<span class="md-status md-status--new" title="最近添加">
|
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</a>
|
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<li class="md-nav__item">
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|
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4.5 小结
|
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</span>
|
||
|
||
|
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</a>
|
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</li>
|
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|
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|
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|
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|
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|
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|
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第 5 章 栈与队列
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第 5 章 栈与队列
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5.1 栈
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|
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</a>
|
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</li>
|
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5.2 队列
|
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</span>
|
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|
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|
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</a>
|
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</li>
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5.3 双向队列
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</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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5.4 小结
|
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|
||
|
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|
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<span class="md-ellipsis">
|
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第 6 章 哈希表
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第 6 章 哈希表
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6.1 哈希表
|
||
</span>
|
||
|
||
|
||
</a>
|
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</li>
|
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|
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6.2 哈希冲突
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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|
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6.3 哈希算法
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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6.4 小结
|
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</span>
|
||
|
||
|
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</a>
|
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|
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|
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|
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|
||
|
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||
|
||
|
||
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|
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|
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<span class="md-ellipsis">
|
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第 7 章 树
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第 7 章 树
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|
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|
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7.1 二叉树
|
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</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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7.2 二叉树遍历
|
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</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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<li class="md-nav__item">
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|
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7.3 二叉树数组表示
|
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|
||
|
||
|
||
</a>
|
||
</li>
|
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|
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7.4 二叉搜索树
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
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7.5 AVL 树 *
|
||
</span>
|
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|
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|
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</a>
|
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</li>
|
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7.6 小结
|
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|
||
|
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<span class="md-ellipsis">
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第 8 章 堆
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第 8 章 堆
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8.1 堆
|
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</span>
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|
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|
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</a>
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</li>
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|
||
<a href="chapter_heap/build_heap/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
8.2 建堆操作
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_heap/top_k/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
8.3 Top-K 问题
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_heap/summary/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
8.4 小结
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item md-nav__item--nested">
|
||
|
||
|
||
|
||
|
||
|
||
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_10" >
|
||
|
||
|
||
|
||
<div class="md-nav__link md-nav__container">
|
||
<a href="chapter_graph/" class="md-nav__link ">
|
||
|
||
|
||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m12 5.37-.44-.06L6 14.9c.24.21.4.48.47.78h11.06c.07-.3.23-.57.47-.78l-5.56-9.59-.44.06M6.6 16.53l4.28 2.53c.29-.27.69-.43 1.12-.43.43 0 .83.16 1.12.43l4.28-2.53H6.6M12 22a1.68 1.68 0 0 1-1.68-1.68l.09-.56-4.3-2.55c-.31.36-.76.58-1.27.58a1.68 1.68 0 0 1-1.68-1.68c0-.79.53-1.45 1.26-1.64V9.36c-.83-.11-1.47-.82-1.47-1.68A1.68 1.68 0 0 1 4.63 6c.55 0 1.03.26 1.34.66l4.41-2.53-.06-.45c0-.93.75-1.68 1.68-1.68.93 0 1.68.75 1.68 1.68l-.06.45 4.41 2.53c.31-.4.79-.66 1.34-.66a1.68 1.68 0 0 1 1.68 1.68c0 .86-.64 1.57-1.47 1.68v5.11c.73.19 1.26.85 1.26 1.64a1.68 1.68 0 0 1-1.68 1.68c-.51 0-.96-.22-1.27-.58l-4.3 2.55.09.56A1.68 1.68 0 0 1 12 22M10.8 4.86 6.3 7.44l.02.24c0 .71-.44 1.32-1.06 1.57l.03 5.25 5.51-9.64m2.4 0 5.51 9.64.03-5.25c-.62-.25-1.06-.86-1.06-1.57l.02-.24-4.5-2.58Z"/></svg>
|
||
|
||
<span class="md-ellipsis">
|
||
第 9 章 图
|
||
</span>
|
||
|
||
|
||
</a>
|
||
|
||
<label class="md-nav__link " for="__nav_10">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
</label>
|
||
|
||
</div>
|
||
|
||
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_10_label" aria-expanded="false">
|
||
<label class="md-nav__title" for="__nav_10">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
第 9 章 图
|
||
</label>
|
||
<ul class="md-nav__list" data-md-scrollfix>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_graph/graph/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
9.1 图
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_graph/graph_operations/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
9.2 图基础操作
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_graph/graph_traversal/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
9.3 图的遍历
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_graph/summary/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
9.4 小结
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item md-nav__item--nested">
|
||
|
||
|
||
|
||
|
||
|
||
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_11" >
|
||
|
||
|
||
|
||
<div class="md-nav__link md-nav__container">
|
||
<a href="chapter_searching/" class="md-nav__link ">
|
||
|
||
|
||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m19.31 18.9 3.08 3.1L21 23.39l-3.12-3.07c-.69.43-1.51.68-2.38.68-2.5 0-4.5-2-4.5-4.5s2-4.5 4.5-4.5 4.5 2 4.5 4.5c0 .88-.25 1.71-.69 2.4m-3.81.1a2.5 2.5 0 0 0 0-5 2.5 2.5 0 0 0 0 5M21 4v2H3V4h18M3 16v-2h6v2H3m0-5V9h18v2h-2.03c-1.01-.63-2.2-1-3.47-1s-2.46.37-3.47 1H3Z"/></svg>
|
||
|
||
<span class="md-ellipsis">
|
||
第 10 章 搜索
|
||
</span>
|
||
|
||
|
||
</a>
|
||
|
||
<label class="md-nav__link " for="__nav_11">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
</label>
|
||
|
||
</div>
|
||
|
||
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_11_label" aria-expanded="false">
|
||
<label class="md-nav__title" for="__nav_11">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
第 10 章 搜索
|
||
</label>
|
||
<ul class="md-nav__list" data-md-scrollfix>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_searching/binary_search/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
10.1 二分查找
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_searching/binary_search_insertion/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
10.2 二分查找插入点
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_searching/binary_search_edge/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
10.3 二分查找边界
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_searching/replace_linear_by_hashing/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
10.4 哈希优化策略
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_searching/searching_algorithm_revisited/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
10.5 重识搜索算法
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_searching/summary/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
10.6 小结
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item md-nav__item--nested">
|
||
|
||
|
||
|
||
|
||
|
||
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_12" >
|
||
|
||
|
||
|
||
<div class="md-nav__link md-nav__container">
|
||
<a href="chapter_sorting/" class="md-nav__link ">
|
||
|
||
|
||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 17h3l-4 4-4-4h3V3h2M2 17h10v2H2M6 5v2H2V5m0 6h7v2H2v-2Z"/></svg>
|
||
|
||
<span class="md-ellipsis">
|
||
第 11 章 排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
|
||
<label class="md-nav__link " for="__nav_12">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
</label>
|
||
|
||
</div>
|
||
|
||
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_12_label" aria-expanded="false">
|
||
<label class="md-nav__title" for="__nav_12">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
第 11 章 排序
|
||
</label>
|
||
<ul class="md-nav__list" data-md-scrollfix>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/sorting_algorithm/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.1 排序算法
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/selection_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.2 选择排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/bubble_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.3 冒泡排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/insertion_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.4 插入排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/quick_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.5 快速排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/merge_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.6 归并排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/heap_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.7 堆排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/bucket_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.8 桶排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/counting_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.9 计数排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/radix_sort/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.10 基数排序
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item">
|
||
<a href="chapter_sorting/summary/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
11.11 小结
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li class="md-nav__item md-nav__item--nested">
|
||
|
||
|
||
|
||
|
||
|
||
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_13" >
|
||
|
||
|
||
|
||
<div class="md-nav__link md-nav__container">
|
||
<a href="chapter_divide_and_conquer/" class="md-nav__link ">
|
||
|
||
|
||
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M17 7v2h5V7h-5M2 9v6h5V9H2m10 0v2H9v2h3v2l3-3-3-3m5 2v2h5v-2h-5m0 4v2h5v-2h-5Z"/></svg>
|
||
|
||
<span class="md-ellipsis">
|
||
第 12 章 分治
|
||
</span>
|
||
|
||
|
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第 12 章 分治
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12.1 分治算法
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</span>
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||
</a>
|
||
</li>
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12.2 分治搜索策略
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</span>
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||
</a>
|
||
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12.3 构建树问题
|
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||
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||
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||
</a>
|
||
</li>
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12.4 汉诺塔问题
|
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|
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|
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</a>
|
||
</li>
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12.5 小结
|
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</span>
|
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|
||
|
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<span class="md-ellipsis">
|
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第 13 章 回溯
|
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第 13 章 回溯
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13.1 回溯算法
|
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</span>
|
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|
||
|
||
</a>
|
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</li>
|
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13.2 全排列问题
|
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|
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|
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|
||
</a>
|
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</li>
|
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13.3 子集和问题
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|
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|
||
|
||
</a>
|
||
</li>
|
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13.4 N 皇后问题
|
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|
||
|
||
|
||
</a>
|
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</li>
|
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13.5 小结
|
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</span>
|
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|
||
|
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<span class="md-ellipsis">
|
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第 14 章 动态规划
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第 14 章 动态规划
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14.1 初探动态规划
|
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</span>
|
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|
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|
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</a>
|
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</li>
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14.2 DP 问题特性
|
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|
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|
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|
||
</a>
|
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</li>
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14.3 DP 解题思路
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</span>
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|
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|
||
</a>
|
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</li>
|
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14.4 0-1 背包问题
|
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</span>
|
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|
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|
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</a>
|
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</li>
|
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14.5 完全背包问题
|
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|
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|
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|
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</a>
|
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</li>
|
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14.6 编辑距离问题
|
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|
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|
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|
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</a>
|
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</li>
|
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14.7 小结
|
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</span>
|
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|
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|
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第 15 章 贪心
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第 15 章 贪心
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15.1 贪心算法
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</span>
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|
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</a>
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</li>
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15.2 分数背包问题
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|
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</a>
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</li>
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15.3 最大容量问题
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</a>
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</li>
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15.4 最大切分乘积问题
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</span>
|
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</a>
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</li>
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15.5 小结
|
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</span>
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|
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M11 18h2v-2h-2v2m1-16A10 10 0 0 0 2 12a10 10 0 0 0 10 10 10 10 0 0 0 10-10A10 10 0 0 0 12 2m0 18c-4.41 0-8-3.59-8-8s3.59-8 8-8 8 3.59 8 8-3.59 8-8 8m0-14a4 4 0 0 0-4 4h2a2 2 0 0 1 2-2 2 2 0 0 1 2 2c0 2-3 1.75-3 5h2c0-2.25 3-2.5 3-5a4 4 0 0 0-4-4Z"/></svg>
|
||
|
||
<span class="md-ellipsis">
|
||
第 16 章 附录
|
||
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|
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|
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|
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|
||
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<label class="md-nav__link " for="__nav_17">
|
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_17_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_17">
|
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<span class="md-nav__icon md-icon"></span>
|
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第 16 章 附录
|
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|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="chapter_appendix/installation/" class="md-nav__link">
|
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|
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|
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<span class="md-ellipsis">
|
||
16.1 编程环境安装
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
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<li class="md-nav__item">
|
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<a href="chapter_appendix/contribution/" class="md-nav__link">
|
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|
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|
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<span class="md-ellipsis">
|
||
16.2 一起参与创作
|
||
</span>
|
||
|
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|
||
</a>
|
||
</li>
|
||
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16.3 术语表
|
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|
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|
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|
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|
||
<span class="md-status md-status--new" title="最近添加">
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参考文献
|
||
</span>
|
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|
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</a>
|
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|
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</div>
|
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_18_label" aria-expanded="false">
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<span class="md-nav__icon md-icon"></span>
|
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参考文献
|
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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|
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<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" hidden>
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|
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<article class="md-content__inner md-typeset">
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The above copyright notice and this permission notice shall be included in
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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<a href="https://github.com/krahets/hello-algo/tree/main/docs/index.md" title="编辑此页" class="md-content__button md-icon">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4v-2m10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1 2.1 2.1Z"/></svg>
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</a>
|
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|
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|
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|
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|
||
<!--
|
||
Hack: check whether the content contains a h1 headline. If it doesn't, the
|
||
page title (or respectively site name) is used as the main headline.
|
||
-->
|
||
|
||
|
||
<!-- Page content -->
|
||
<h1 align="center"> </h1>
|
||
|
||
<div class="responsive-div" style="max-width: 500px;">
|
||
<img src="index.assets/conceptual_rendering.png" style="width: 37%; height: auto;">
|
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<img src="index.assets/hello_algo_mindmap_tp.png" style="width: 63%; height: auto;">
|
||
</div>
|
||
|
||
<h2 align="center"> 《 Hello 算法 》</h2>
|
||
|
||
<p align="center"> 动画图解、一键运行的数据结构与算法教程 </p>
|
||
|
||
<p align="center">
|
||
<a href="https://github.com/krahets/hello-algo">
|
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<img alt="GitHub repo stars" src="https://img.shields.io/github/stars/krahets/hello-algo?style=social&link=https%3A%2F%2Fgithub.com%2Fkrahets%2Fhello-algo">
|
||
</a>
|
||
|
||
<a href="https://github.com/krahets/hello-algo/releases">
|
||
<img alt="GitHub all releases" src="https://img.shields.io/github/downloads/krahets/hello-algo/total?style=social&logo=gitbook&logoColor=black&label=Downloads">
|
||
</a>
|
||
|
||
<a href="https://github.com/krahets/hello-algo">
|
||
<img alt="GitHub contributors" src="https://img.shields.io/github/contributors-anon/krahets/hello-algo?style=social&logo=git&logoColor=%23101010">
|
||
</a>
|
||
</p>
|
||
|
||
<p align="center">
|
||
<img src="https://img.shields.io/badge/Python-snow?logo=python&logoColor=3776AB">
|
||
<img src="https://img.shields.io/badge/C%2B%2B-snow?logo=c%2B%2B&logoColor=00599C">
|
||
<img src="https://img.shields.io/badge/Java-snow?logo=coffeescript&logoColor=FC4C02">
|
||
<img src="https://img.shields.io/badge/C%23-snow?logo=csharp&logoColor=512BD4">
|
||
<img src="https://img.shields.io/badge/Go-snow?logo=go&logoColor=00ADD8">
|
||
<img src="https://img.shields.io/badge/Swift-snow?logo=swift&logoColor=F05138">
|
||
<img src="https://img.shields.io/badge/JavaScript-snow?logo=javascript&logoColor=E9CE30">
|
||
<img src="https://img.shields.io/badge/TypeScript-snow?logo=typescript&logoColor=3178C6">
|
||
<img src="https://img.shields.io/badge/Dart-snow?logo=dart&logoColor=0175C2">
|
||
<img src="https://img.shields.io/badge/Rust-snow?logo=rust&logoColor=000000">
|
||
<img src="https://img.shields.io/badge/C-snow?logo=c&logoColor=A8B9CC">
|
||
<img src="https://img.shields.io/badge/Zig-snow?logo=zig&logoColor=F7A41D">
|
||
<img src="https://img.shields.io/badge/Stay%20Tuned-snow">
|
||
</p>
|
||
|
||
<hr />
|
||
<h2 align="center"> 推荐语 </h2>
|
||
|
||
<div style="display: flex;">
|
||
<div class="admonition quote" style="flex: 1; margin-right: 0.4rem;">
|
||
<p class="admonition-title">Quote</p>
|
||
<p>“一本通俗易懂的数据结构与算法入门书,引导读者手脑并用地学习,强烈推荐算法初学者阅读。”</p>
|
||
<p><strong>—— 邓俊辉,清华大学计算机系教授</strong></p>
|
||
</div>
|
||
<div class="admonition quote" style="flex: 1; margin-left: 0.4rem;">
|
||
<p class="admonition-title">Quote</p>
|
||
<p>“如果我当年学数据结构与算法的时候有《Hello 算法》,学起来应该会简单 10 倍!”</p>
|
||
<p><strong>—— 李沐,亚马逊资深首席科学家</strong></p>
|
||
</div>
|
||
</div>
|
||
|
||
<hr />
|
||
<div style="display: flex; align-items: center; margin: 2rem auto;">
|
||
<div style="flex: 1; margin: 0 2rem; display: flex; flex-direction: column; align-items: center;">
|
||
<div style="display: flex; flex-direction: column; align-items: center;">
|
||
<h3>动画图解</h3>
|
||
<svg xmlns="http://www.w3.org/2000/svg" height="16" width="20" viewBox="0 0 640 512"><!--!Font Awesome Free 6.5.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2023 Fonticons, Inc.--><path d="M256 0H576c35.3 0 64 28.7 64 64V288c0 35.3-28.7 64-64 64H256c-35.3 0-64-28.7-64-64V64c0-35.3 28.7-64 64-64zM476 106.7C471.5 100 464 96 456 96s-15.5 4-20 10.7l-56 84L362.7 169c-4.6-5.7-11.5-9-18.7-9s-14.2 3.3-18.7 9l-64 80c-5.8 7.2-6.9 17.1-2.9 25.4s12.4 13.6 21.6 13.6h80 48H552c8.9 0 17-4.9 21.2-12.7s3.7-17.3-1.2-24.6l-96-144zM336 96a32 32 0 1 0 -64 0 32 32 0 1 0 64 0zM64 128h96V384v32c0 17.7 14.3 32 32 32H320c17.7 0 32-14.3 32-32V384H512v64c0 35.3-28.7 64-64 64H64c-35.3 0-64-28.7-64-64V192c0-35.3 28.7-64 64-64zm8 64c-8.8 0-16 7.2-16 16v16c0 8.8 7.2 16 16 16H88c8.8 0 16-7.2 16-16V208c0-8.8-7.2-16-16-16H72zm0 104c-8.8 0-16 7.2-16 16v16c0 8.8 7.2 16 16 16H88c8.8 0 16-7.2 16-16V312c0-8.8-7.2-16-16-16H72zm0 104c-8.8 0-16 7.2-16 16v16c0 8.8 7.2 16 16 16H88c8.8 0 16-7.2 16-16V416c0-8.8-7.2-16-16-16H72zm336 16v16c0 8.8 7.2 16 16 16h16c8.8 0 16-7.2 16-16V416c0-8.8-7.2-16-16-16H424c-8.8 0-16 7.2-16 16z"/></svg>
|
||
</div>
|
||
<p style="text-align: center;">内容清晰易懂</br>学习曲线平滑</p>
|
||
</div>
|
||
<img src="index.assets/animation.gif" class="cover-image" style="flex-shrink: 0; width: auto; max-width: 50%; border-radius: 0.5rem;">
|
||
</div>
|
||
|
||
<div class="admonition quote">
|
||
<p align="center">"A picture is worth a thousand words."</p>
|
||
<p align="center">“一图胜千言”</p>
|
||
</div>
|
||
|
||
<div style="display: flex; align-items: center; margin: 2rem auto;">
|
||
<img src="index.assets/running_code.gif" class="cover-image" style="flex-shrink: 0; width: auto; max-width: 50%; border-radius: 0.5rem;">
|
||
<div style="flex: 1; margin: 0 2rem; display: flex; flex-direction: column; align-items: center;">
|
||
<div style="display: flex; flex-direction: column; align-items: center;">
|
||
<h3>一键运行</h3>
|
||
<svg xmlns="http://www.w3.org/2000/svg" height="16" width="20" viewBox="0 0 640 512"><!--!Font Awesome Free 6.5.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2023 Fonticons, Inc.--><path d="M392.8 1.2c-17-4.9-34.7 5-39.6 22l-128 448c-4.9 17 5 34.7 22 39.6s34.7-5 39.6-22l128-448c4.9-17-5-34.7-22-39.6zm80.6 120.1c-12.5 12.5-12.5 32.8 0 45.3L562.7 256l-89.4 89.4c-12.5 12.5-12.5 32.8 0 45.3s32.8 12.5 45.3 0l112-112c12.5-12.5 12.5-32.8 0-45.3l-112-112c-12.5-12.5-32.8-12.5-45.3 0zm-306.7 0c-12.5-12.5-32.8-12.5-45.3 0l-112 112c-12.5 12.5-12.5 32.8 0 45.3l112 112c12.5 12.5 32.8 12.5 45.3 0s12.5-32.8 0-45.3L77.3 256l89.4-89.4c12.5-12.5 12.5-32.8 0-45.3z"/></svg>
|
||
</div>
|
||
<p style="text-align: center;">十余种编程语言<br>代码可直接运行</p>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="admonition quote">
|
||
<p align="center">"Talk is cheap. Show me the code."</p>
|
||
<p align="center">“少吹牛,看代码”</p>
|
||
</div>
|
||
|
||
<div style="display: flex; align-items: center; margin: 2rem auto;">
|
||
<div style="flex: 1; margin: 0 2rem; display: flex; flex-direction: column; align-items: center;">
|
||
<div style="display: flex; flex-direction: column; align-items: center;">
|
||
<h3>互助学习</h3>
|
||
<svg xmlns="http://www.w3.org/2000/svg" height="16" width="20" viewBox="0 0 640 512"><!--!Font Awesome Free 6.5.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2023 Fonticons, Inc.--><path d="M88.2 309.1c9.8-18.3 6.8-40.8-7.5-55.8C59.4 230.9 48 204 48 176c0-63.5 63.8-128 160-128s160 64.5 160 128s-63.8 128-160 128c-13.1 0-25.8-1.3-37.8-3.6c-10.4-2-21.2-.6-30.7 4.2c-4.1 2.1-8.3 4.1-12.6 6c-16 7.2-32.9 13.5-49.9 18c2.8-4.6 5.4-9.1 7.9-13.6c1.1-1.9 2.2-3.9 3.2-5.9zM0 176c0 41.8 17.2 80.1 45.9 110.3c-.9 1.7-1.9 3.5-2.8 5.1c-10.3 18.4-22.3 36.5-36.6 52.1c-6.6 7-8.3 17.2-4.6 25.9C5.8 378.3 14.4 384 24 384c43 0 86.5-13.3 122.7-29.7c4.8-2.2 9.6-4.5 14.2-6.8c15.1 3 30.9 4.5 47.1 4.5c114.9 0 208-78.8 208-176S322.9 0 208 0S0 78.8 0 176zM432 480c16.2 0 31.9-1.6 47.1-4.5c4.6 2.3 9.4 4.6 14.2 6.8C529.5 498.7 573 512 616 512c9.6 0 18.2-5.7 22-14.5c3.8-8.8 2-19-4.6-25.9c-14.2-15.6-26.2-33.7-36.6-52.1c-.9-1.7-1.9-3.4-2.8-5.1C622.8 384.1 640 345.8 640 304c0-94.4-87.9-171.5-198.2-175.8c4.1 15.2 6.2 31.2 6.2 47.8l0 .6c87.2 6.7 144 67.5 144 127.4c0 28-11.4 54.9-32.7 77.2c-14.3 15-17.3 37.6-7.5 55.8c1.1 2 2.2 4 3.2 5.9c2.5 4.5 5.2 9 7.9 13.6c-17-4.5-33.9-10.7-49.9-18c-4.3-1.9-8.5-3.9-12.6-6c-9.5-4.8-20.3-6.2-30.7-4.2c-12.1 2.4-24.7 3.6-37.8 3.6c-61.7 0-110-26.5-136.8-62.3c-16 5.4-32.8 9.4-50 11.8C279 439.8 350 480 432 480z"/></svg>
|
||
</div>
|
||
<p style="text-align: center;">欢迎讨论与提问</br>读者间携手共进</p>
|
||
</div>
|
||
<img src="index.assets/comment.gif" class="cover-image" style="flex-shrink: 0; width: auto; max-width: 50%; border-radius: 0.5rem;">
|
||
</div>
|
||
|
||
<div class="admonition quote">
|
||
<p align="center">"追风赶月莫停留"</p>
|
||
<p align="center">“平芜尽处是春山”</p>
|
||
</div>
|
||
|
||
<hr />
|
||
<h2 align="center"> 序 </h2>
|
||
|
||
<p>两年前,我在力扣上分享了“剑指 Offer”系列题解,受到了许多同学的喜爱和支持。在与读者交流期间,我最常收到的一个问题是“如何入门算法”。逐渐地,我对这个问题产生了浓厚的兴趣。</p>
|
||
<p>两眼一抹黑地刷题似乎是最受欢迎的方法,简单直接且有效。然而刷题就如同玩“扫雷”游戏,自学能力强的同学能够顺利将地雷逐个排掉,而基础不足的同学很可能被炸的满头是包,并在挫折中步步退缩。通读教材也是一种常见做法,但对于面向求职的同学来说,毕业季、投递简历、准备笔试面试已经消耗了大部分精力,啃厚重的书往往变成了一项艰巨的挑战。</p>
|
||
<p>如果你也面临类似的困扰,那么很幸运这本书找到了你。本书是我对这个问题给出的答案,即使不是最优解,也至少是一次积极的尝试。本书虽然不足以让你直接拿到 Offer ,但会引导你探索数据结构与算法的“知识地图”,带你了解不同“地雷”的形状、大小和分布位置,让你掌握各种“排雷方法”。有了这些本领,相信你可以更加自如地刷题和阅读文献,逐步构建起完整的知识体系。</p>
|
||
<p>我深深赞同费曼教授所言:“Knowledge isn't free. You have to pay attention.”从这个意义上看,这本书并非完全“免费”。为了不辜负你为本书所付出的宝贵“注意力”,我会尽我所能,投入最大的“注意力”来完成这本书的创作。</p>
|
||
<h3 align="left"> 作者简介 </h3>
|
||
|
||
<p>靳宇栋 (<a href="https://leetcode.cn/u/jyd/">Krahets</a>),大厂高级算法工程师,上海交通大学硕士。力扣(LeetCode)全网阅读量最高博主,发表的<a href="https://leetcode.cn/leetbook/detail/illustration-of-algorithm/">《图解算法数据结构》</a>已被订阅 30 万本。</p>
|
||
<hr />
|
||
<h2 align="center"> 致谢 </h2>
|
||
|
||
<p>本书在开源社区众多贡献者的共同努力下不断完善。感谢每一位投入时间与精力的撰稿人,他们是(按照 GitHub 自动生成的顺序排列):</p>
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<a href="https://github.com/krahets/hello-algo/graphs/contributors">
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<img width="550" src="https://contrib.rocks/image?repo=krahets/hello-algo">
|
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</a>
|
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</p>
|
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|
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<p>本书的代码审阅工作由 Gonglja、gvenusleo、hpstory、justin‐tse、krahets、night-cruise、nuomi1、Reanon 和 sjinzh 完成(按照首字母顺序排列)。感谢他们付出的时间与精力,正是他们确保了各语言代码的规范与统一。</p>
|
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<div class="center-table">
|
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<table>
|
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<tbody>
|
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<td align="center"><a href="https://github.com/Gonglja"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/39959756?v=4" width="50px;" alt="Gonglja"/><br /><sub><b>Gonglja</b></sub></a><br /><sub>C, C++</sub></td>
|
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<td align="center"><a href="https://github.com/gvenusleo"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/79075347?v=4" width="50px;" alt="gvenusleo"/><br /><sub><b>gvenusleo</b></sub></a><br /><sub>Dart</sub></td>
|
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<td align="center"><a href="https://github.com/hpstory"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/33348162?v=4" width="50px;" alt="hpstory"/><br /><sub><b>hpstory</b></sub></a><br /><sub>C#</sub></td>
|
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<td align="center"><a href="https://github.com/justin-tse"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/24556310?v=4" width="50px;" alt="justin-tse"/><br /><sub><b>justin-tse</b></sub></a><br /><sub>JS, TS</sub></td>
|
||
<td align="center"><a href="https://github.com/krahets"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/26993056?v=4" width="50px;" alt="krahets"/><br /><sub><b>krahets</b></sub></a><br /><sub>Java, Python</sub></td>
|
||
<td align="center"><a href="https://github.com/night-cruise"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/77157236?v=4" width="50px;" alt="night-cruise"/><br /><sub><b>night-cruise</b></sub></a><br /><sub>Rust</sub></td>
|
||
<td align="center"><a href="https://github.com/nuomi1"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/3739017?v=4" width="50px;" alt="nuomi1"/><br /><sub><b>nuomi1</b></sub></a><br /><sub>Swift</sub></td>
|
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<td align="center"><a href="https://github.com/Reanon"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/22005836?v=4" width="50px;" alt="Reanon"/><br /><sub><b>Reanon</b></sub></a><br /><sub>Go, C</sub></td>
|
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<td align="center"><a href="https://github.com/sjinzh"><img style="border-radius: 50%;" src="https://avatars.githubusercontent.com/u/99076655?v=4" width="50px;" alt="sjinzh"/><br /><sub><b>sjinzh</b></sub></a><br /><sub>Rust, Zig</sub></td>
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