1 K均值聚类
K均值聚类是一种非监督机器学习算法,只需要输入样本的特征 ,而无需标记。
K均值聚类首先需要随机初始化K个聚类中心,然后遍历每一个样本,将样本归类到最近的一个聚类中,一个聚类中样本特征值的均值作为这个聚类新的聚类中心,聚类中心的改变,又会改变样本的类别,如此循环往复,直至每一个样本的类别稳定后,也就是聚类中心不再改变是,完成。
我还是以我们熟悉地鸢尾花数据集来举例子
2 对样本进行聚类
sklearn对于所有的机器学习算法有一个一致的接口,一般需要以下几个步骤来进行学习
- 初始化分类器,根据不同的算法,需要给出不同的参数,一般所有的参数都有一个默认值。对于K均值聚类,我们需要给定类别的个数n_cluster,通过先验的知识,我们知道鸢尾花数据集里共有三种不同类型的鸢尾花,于是是3;K均值聚类,是一个循环更新聚类中心以及样本类别的算法,需要设定循环的次数;最后K均值聚类的结果还与初始聚类中心有关,n_init设为10意味着进行10次随机初始化,选择效果最好的一种来作为模型
- 对于非监督机器学习,输入的数据是样本的特征,clf.fit(X)就可以把数据输入到分类器里
- 用分类器对未知数据进行分类,需要使用的是分类器的predict方法
from sklearn.cluster import KMeans clf = KMeans(n_clusters=3, max_iter=300, n_init=10)
clf.fit(X)
ypred = clf.predict(X)
我们还可以一步完成,将数据输入到分类器,同时对输入数据进行分类的工作
ypred = clf.fit_predict(X)
3 分析聚类的结果
一样我们可以把结果画在三维的散点图里
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" alt="" width="585" height="435" />
但是完全看不出和原本正确的分类有什么区别,差异很大的山鸢尾花毫无疑问地全部分类正确
计算正确率可能是一个不错的选择,
>>y
array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, #原数据集山鸢尾花的标签是0
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])
>>ypred
array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, #分类器给出山鸢尾花的标签是1
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2, 2,
0, 0, 0, 0, 2, 0, 2, 0, 2, 0, 0, 2, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0,
2, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 2])
查看正确的标签和分类器给出的标签,却发现他们并非使用的是同一个标签,那么想简单地通过sum(y==ypred)计算正确率是不可能的了