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6.3. &nbsp; 哈希算法
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7.3. &nbsp; 二叉树数组表示
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7.4. &nbsp; 二叉搜索树
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7.5. &nbsp; AVL 树 *
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8. &nbsp;
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8.2. &nbsp; 建堆操作
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9. &nbsp;
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9.1. &nbsp;
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9.2. &nbsp; 图基础操作
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9.3. &nbsp; 图的遍历
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10. &nbsp; 搜索
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10. &nbsp; 搜索
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<h1 id="11">1.1. &nbsp; 算法无处不在<a class="headerlink" href="#11" title="Permanent link">&para;</a></h1>
<p>当我们听到“算法”这个词时,很自然地会想到数学。然而实际上,许多算法并不涉及复杂数学,而是更多地依赖于基本逻辑,这些逻辑在我们的日常生活中处处可见。</p>
<p>在正式探讨算法之前,有一个有趣的事实值得分享:<strong>你已经在不知不觉中学会了许多算法,并习惯将它们应用到日常生活中了</strong>。下面,我将举几个具体例子来证实这一点。</p>
<p><strong>例一:查阅字典</strong>。在字典里,每个汉字都对应一个拼音,而字典是按照拼音的英文字母顺序排列的。假设我们需要查找一个拼音首字母为 <span class="arithmatex">\(r\)</span> 的字,通常会这样操作:</p>
<ol>
<li>翻开字典约一半的页数,查看该页首字母是什么,假设首字母为 <span class="arithmatex">\(m\)</span></li>
<li>由于在英文字母表中 <span class="arithmatex">\(r\)</span> 位于 <span class="arithmatex">\(m\)</span> 之后,所以排除字典前半部分,查找范围缩小到后半部分。</li>
<li>不断重复步骤 1-2 ,直至找到拼音首字母为 <span class="arithmatex">\(r\)</span> 的页码为止。</li>
</ol>
<div class="tabbed-set tabbed-alternate" data-tabs="1:5"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><input id="__tabbed_1_4" name="__tabbed_1" type="radio" /><input id="__tabbed_1_5" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">&lt;1&gt;</label><label for="__tabbed_1_2">&lt;2&gt;</label><label for="__tabbed_1_3">&lt;3&gt;</label><label for="__tabbed_1_4">&lt;4&gt;</label><label for="__tabbed_1_5">&lt;5&gt;</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<p><img alt="查字典步骤" src="../algorithms_are_everywhere.assets/binary_search_dictionary_step_1.png" /></p>
</div>
<div class="tabbed-block">
<p><img alt="binary_search_dictionary_step_2" src="../algorithms_are_everywhere.assets/binary_search_dictionary_step_2.png" /></p>
</div>
<div class="tabbed-block">
<p><img alt="binary_search_dictionary_step_3" src="../algorithms_are_everywhere.assets/binary_search_dictionary_step_3.png" /></p>
</div>
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<p><img alt="binary_search_dictionary_step_4" src="../algorithms_are_everywhere.assets/binary_search_dictionary_step_4.png" /></p>
</div>
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<p><img alt="binary_search_dictionary_step_5" src="../algorithms_are_everywhere.assets/binary_search_dictionary_step_5.png" /></p>
</div>
</div>
</div>
<p>查阅字典这个小学生必备技能,实际上就是著名的「二分查找」。从数据结构的角度,我们可以把字典视为一个已排序的「数组」;从算法的角度,我们可以将上述查字典的一系列操作看作是「二分查找」算法。</p>
<p><strong>例二:整理扑克</strong>。我们在打牌时,每局都需要整理扑克牌,使其从小到大排列,实现流程如下:</p>
<ol>
<li>将扑克牌划分为“有序”和“无序”两部分,并假设初始状态下最左 1 张扑克牌已经有序。</li>
<li>在无序区间抽出一张扑克牌,插入至有序区间的正确位置;完成后最左 2 张扑克已经有序。</li>
<li>在无序区间抽出一张扑克牌,插入至有序区间的正确位置;完成后最左 3 张扑克已经有序。</li>
<li>不断循环以上操作,直至所有扑克牌都有序后终止。</li>
</ol>
<p>以上整理扑克牌的方法本质上就是「插入排序」算法,它在处理小型数据集时非常高效。许多编程语言的排序库函数中都存在插入排序的身影。</p>
<p><img alt="扑克排序步骤" src="../algorithms_are_everywhere.assets/playing_cards_sorting.png" /></p>
<p align="center"> Fig. 扑克排序步骤 </p>
<p><strong>例三:货币找零</strong>。假设我们在超市购买了 <span class="arithmatex">\(69\)</span> 元的商品,给收银员付了 <span class="arithmatex">\(100\)</span> 元,则收银员需要给我们找 <span class="arithmatex">\(31\)</span> 元。他会很自然地完成以下思考:</p>
<ol>
<li>可选项是比 <span class="arithmatex">\(31\)</span> 元面值更小的货币,包括 <span class="arithmatex">\(1\)</span> , <span class="arithmatex">\(5\)</span> , <span class="arithmatex">\(10\)</span> , <span class="arithmatex">\(20\)</span> 元。</li>
<li>从可选项中拿出最大的 <span class="arithmatex">\(20\)</span> 元,剩余 <span class="arithmatex">\(31 - 20 = 11\)</span> 元。</li>
<li>从剩余可选项中拿出最大的 <span class="arithmatex">\(10\)</span> 元,剩余 <span class="arithmatex">\(11 - 10 = 1\)</span> 元。</li>
<li>从剩余可选项中拿出最大的 <span class="arithmatex">\(1\)</span> 元,剩余 <span class="arithmatex">\(1 - 1 = 0\)</span> 元。</li>
<li>完成找零,方案为 <span class="arithmatex">\(20 + 10 + 1 = 31\)</span> 元。</li>
</ol>
<p>在以上步骤中,我们每一步都采取当前看来最好的选择(尽可能用大面额的货币),最终得到了可行的找零方案。从数据结构与算法的角度看,这种方法本质上是「贪心算法」。</p>
<p><img alt="货币找零过程" src="../algorithms_are_everywhere.assets/greedy_change.png" /></p>
<p align="center"> Fig. 货币找零过程 </p>
<p>小到烹饪一道菜,大到星际航行,几乎所有问题的解决都离不开算法。计算机的出现使我们能够通过编程将数据结构存储在内存中,同时编写代码调用 CPU 和 GPU 执行算法。这样一来,我们就能把生活中的问题转移到计算机上,以更高效的方式解决各种复杂问题。</p>
<div class="admonition tip">
<p class="admonition-title">Tip</p>
<p>阅读至此,如果你对数据结构、算法、数组和二分查找等概念仍感到一知半解,那么太好了!因为这正是本书存在的意义。接下来,这本书将一步步引导你深入数据结构与算法的知识殿堂。</p>
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