From b8423859d6af6afcd7de0a68995d6e3de9c847ed Mon Sep 17 00:00:00 2001 From: jiangzhonglian Date: Thu, 27 Apr 2017 21:10:30 +0800 Subject: [PATCH] =?UTF-8?q?=E8=A1=A5=E5=85=85=E4=BA=86=E9=9A=8F=E6=9C=BA?= =?UTF-8?q?=E6=A3=AE=E6=9E=97=E5=86=85=E5=AE=B9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 5 +- docs/7.随机森林的使用.md | 32 ++++ images/7.RandomForest/RandomForest_Flow.jpg | Bin 0 -> 87462 bytes images/7.RandomForest/数据重抽样.jpg | Bin 0 -> 111166 bytes images/7.RandomForest/特征重抽样.jpg | Bin 0 -> 15045 bytes src/python/7.RandomForest/randomForest.py | 179 +++++++++++++++----- 6 files changed, 173 insertions(+), 43 deletions(-) create mode 100644 docs/7.随机森林的使用.md create mode 100644 images/7.RandomForest/RandomForest_Flow.jpg create mode 100644 images/7.RandomForest/数据重抽样.jpg create mode 100644 images/7.RandomForest/特征重抽样.jpg diff --git a/README.md b/README.md index c5902bb4..400d85b6 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,7 @@ # MachineLearning -**Machine Learning in Action (python) | [ApacheCN(apache中文网)](http://www.apache.wiki)** +* **欢迎任何人参与和完善:一个人可以走的很快,但是一群人却可以走的更远** +* **Machine Learning in Action (python) | [ApacheCN(apache中文网)](http://www.apache.wiki)** ## 第一部分 分类 @@ -18,6 +19,8 @@ * [支持向量机](./docs/6.支持向量机.md) * 7) 利用AdaBoost元算法提高分类 * [利用AdaBoost元算法提高分类](./docs/7.利用AdaBoost元算法提高分类.md) +* 7) 随机森林的使用(个人补充,非课本内容) + * [随机森林的使用](./docs/7.随机森林的使用.md) ## 第二部分 利用回归预测数值型数据 diff --git a/docs/7.随机森林的使用.md b/docs/7.随机森林的使用.md new file mode 100644 index 00000000..d30002d0 --- /dev/null +++ b/docs/7.随机森林的使用.md @@ -0,0 +1,32 @@ +# 第7章 随机森林的使用(个人补充,非课本内容) + +## 基本介绍 + +* 随机森林指的是利用多棵树对样本进行训练并预测的一种分类器。 +* 决策树相当于一个大师,通过自己在数据集中学到的知识对于新的数据进行分类。但是俗话说得好,一个诸葛亮,玩不过三个臭皮匠。随机森林就是希望构建多个臭皮匠,希望最终的分类效果能够超过单个大师的一种算法。 + +## 构造流程 + +* 那随机森林具体如何构建呢?有两个方面:数据的随机性选取,以及待选特征的随机选取。 + +> 数据的随机选取: + +``` +首先,从原始的数据集中采取有放回的抽样,构造子数据集,子数据集的数据量是和原始数据集相同的。不同子数据集的元素可以重复,同一个子数据集中的元素也可以重复。 +第二,利用子数据集来构建子决策树,将这个数据放到每个子决策树中,每个子决策树输出一个结果。 +最后,如果有了新的数据需要通过随机森林得到分类结果,就可以通过对子决策树的判断结果的投票,得到随机森林的输出结果了。 +如下图,假设随机森林中有3棵子决策树,2棵子树的分类结果是A类,1棵子树的分类结果是B类,那么随机森林的分类结果就是A类。 +``` +![数据重抽样](/images/7.RandomForest/数据重抽样.jpg) + +> 待选特征的随机选取 + +``` +与数据集的随机选取类似,随机森林中的子树的每一个分裂过程并未用到所有的待选特征,而是从所有的待选特征中随机选取一定的特征,之后再在随机选取的特征中选取最优的特征。这样能够使得随机森林中的决策树都能够彼此不同,提升系统的多样性,从而提升分类性能。 +下图中,蓝色的方块代表所有可以被选择的特征,也就是目前的待选特征。黄色的方块是分裂特征。左边是一棵决策树的特征选取过程,通过在待选特征中选取最优的分裂特征(别忘了前文提到的ID3算法,C4.5算法,CART算法等等),完成分裂。右边是一个随机森林中的子树的特征选取过程。 +``` +![特征重抽样](/images/7.RandomForest/特征重抽样.jpg) + +> 随机森林-流程图 + +![随机森林-流程图](/images/7.RandomForest/RandomForest_Flow.jpg) diff --git a/images/7.RandomForest/RandomForest_Flow.jpg b/images/7.RandomForest/RandomForest_Flow.jpg new file mode 100644 index 0000000000000000000000000000000000000000..1382baec80c519da7fdf9f6b225063ee2f1e2a62 GIT binary patch literal 87462 zcmeFZ2Ut^GwlI8XN>c>sMNmLgs#K*#M4E^QN^dGPUcUi<7-cSxh88Q{!qbuD#( zj0^xY!9RdB3*1oihS~vujt+1I003%$ECdQrf)LmR-~=lGkiRGYa|?z0dx}59a7U$*(WNoZVgZHE!}5o0#&QoB-$mdVmR#2iP82ySb>` 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