西瓜书学习记录-决策树（第四章）

浅浅的花香味﹌ 2023-01-12 04:18 216阅读 0赞

## 西瓜书学习记录-决策树（第四章） ##

第四章啦  
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知乎黄耀鹏-决策树算法的Python实现：  
[https://zhuanlan.zhihu.com/p/20794583][https_zhuanlan.zhihu.com_p_20794583]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 1]  
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![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 15]  
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**一般分布例子如下：（见下具体例题）**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 17]  
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![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 19]  
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**以上例题详情可见西瓜书第4章：（截图如下，其中图和表均见上方截图）**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 21]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 22]  
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![在这里插入图片描述][20210129111943703.png]  
![在这里插入图片描述][20210129112030553.png]  
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![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 30]  
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![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 32]  
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**代码示例：**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 34]  
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![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 38]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 39]  
**简单说一下：根据gini指数来决定要不要继续往下分支**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 40]  
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![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 45]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 46]  
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**（预剪枝）第一次分：**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 48]  
**第二次分：**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 49]  
**精度从7分之5下降到了7分之4，所以剪枝，不要往下面再分了！！！对于预剪枝来讲，这个分支就到这儿了**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 50]  
**对于稍凹这个分支来说，下面的分支的精度依然是7分之5，根据预剪枝来讲，也不再继续向下分支了**  
**下面是后剪枝：（后剪枝就是保留所有的情况，然后从下往上开始减，如果往上精度提高则剪枝，如果往上精度不变则不剪）**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 51]  
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**缺失值处理例子：（见下图）**  
**忽略缺失值的情况：**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 55]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 56]  
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![在这里插入图片描述][20210129232632229.png]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 59]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 60]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 61]  
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![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 63]  
![在这里插入图片描述][20210129233225349.png]  
看的大佬的教学视频，标明一下出处：  
[https://www.bilibili.com/video/BV17J411C7zZ][https_www.bilibili.com_video_BV17J411C7zZ]  
记录一下，方便以后自己复习，加油！

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[https_zhuanlan.zhihu.com_p_20794583]: https://zhuanlan.zhihu.com/p/20794583
[watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hoaG1vbmtleQ_size_16_color_FFFFFF_t_70 1]: /images/20221119/bda845c7538044c0838356b00a225667.png
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[https_www.bilibili.com_video_BV17J411C7zZ]: https://www.bilibili.com/video/BV17J411C7zZ