diff --git a/3_kmeans/1-k-means.ipynb b/3_kmeans/1-k-means.ipynb index 0db1c1c..743966e 100644 --- a/3_kmeans/1-k-means.ipynb +++ b/3_kmeans/1-k-means.ipynb @@ -12,18 +12,25 @@ "metadata": {}, "source": [ "\n", - "根据训练样本中是否包含标签信息,机器学习可以分为`监督学习`和`无监督学习`。`聚类算法`是典型的无监督学习,其训练的样本中值包含`样本的特征`,**不包含样本的标签信息**。在聚类算法中,利用样本的特征,将具有相似特征空间分布的样本划分到同一类别中。\n", + "根据训练样本中是否包含标签信息,机器学习可以分为 **监督学习** 和 **无监督学习**。`聚类算法`是典型的无监督学习,其训练的样本中值包含`样本的特征`,**不包含样本的标签信息**。在聚类算法中,利用样本的特征,将具有相似特征空间分布的样本划分到同一类别中。\n", "\n", "\n", + "![cluster illustration](images/kmeans-illustration.jpeg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "## 1. 方法\n", "\n", - "由于具有出色的速度和良好的可扩展性,K-Means聚类算法最经典的聚类方法。***k-Means算法是一个重复移动类中心点的过程,把类的中心点,也称重心(centroids)***:\n", - "* 移动到其包含成员的平均位置;\n", + "由于具有出色的速度和良好的可扩展性,K-Means聚类算法最经典的聚类方法。***k-Means算法是一个重复移动类中心点(重心,centroids)的过程***:\n", + "* 移动中心点到其包含成员的平均位置;\n", "* 然后重新划分其内部成员。\n", "\n", "`k`是算法中的超参数,表示类的数量;k-Means可以自动分配样本到不同的类,但是不能决定究竟要分几个类。`k`必须是一个比训练集样本数小的正整数。有时,类的数量是由问题内容指定的。例如,一个鞋厂有三种新款式,它想知道每种新款式都有哪些潜在客户,于是它调研客户,然后从数据里找出三类。也有一些问题没有指定聚类的数量,最优的聚类数量是不确定的。\n", "\n", - "k-Means的参数是类的重心位置和其内部观测值的位置。与广义线性模型和决策树类似,k-Means参数的最优解也是以成本函数最小化为目标。k-Means成本函数公式如下:\n", + "k-Means的参数是类的重心位置和其内部观测值的位置。与广义线性模型和决策树类似,k-Means参数的最优解也是以代价函数最小化为目标。k-Means代价函数公式如下:\n", "$$\n", "J = \\sum_{k=1}^{K} \\sum_{i \\in C_k} | x_i - u_k|^2\n", "$$\n", @@ -34,7 +41,7 @@ "$$\n", "\n", "\n", - "成本函数是各个类畸变程度(distortions)之和。每个类的畸变程度等于该类重心与其内部成员位置距离的平方和。若类内部的成员彼此间越紧凑则类的畸变程度越小,反之,若类内部的成员彼此间越分散则类的畸变程度越大。\n" + "成本函数是各个类畸变程度(distortions)之和。每个类的畸变程度等于该类重心与其内部成员位置距离的平方和。若类内部的成员彼此间越紧凑则类的畸变程度越小,反之,若类内部的成员彼此间越分散则类的畸变程度越大。" ] }, { @@ -44,14 +51,14 @@ "## 2. 算法\n", "求解成本函数最小化的参数就是一个重复配置每个类包含的观测值,并不断移动类重心的过程。\n", "\n", - "输入:$T=\\{ x_1, x_2, ..., x_N\\}$,其中$x_i \\in R_n$,i=1,2...N,学习速率为η\n", + "输入:$T=\\{ x_1, x_2, ..., x_N\\}$,其中$x_i \\in R_n$,i=1,2...N\n", "\n", "输出:聚类集合$C_k$, 聚类中心$u_k$, 其中k=1,2,...K\n", "\n", - "1. 初始化类的重心,可以随机选择样本作为聚类中心\n", - "2. 每次迭代的时候,把所有样本分配到离它们最近的类\n", - "3. 然后把重心移动到该类全部成员位置的平均值那里\n", - "4. 若达到最大迭代步数或两次迭代差小于设定的阈值则算法结束,否则重复步骤2\n", + "1. 初始化类的重心$u_k$,可以随机选择样本作为聚类中心\n", + "2. 每次迭代的时候,把所有样本分配到离它们最近的类,即更新聚类集合$C_k$\n", + "3. 然后把重心移动到该类全部成员位置的平均值那里,即更新$u_k$\n", + "4. 若达到最大迭代步数,或两次迭代差小于设定的阈值则算法结束,否则重复步骤2\n", "\n" ] }, @@ -247,14 +254,12 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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SWgERkRlTECIispAU/hZ9C+/5cSeykL8OxgUh9H+N2o32slC4C7KnVMr1ZiH3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M6LDgGMosiSUydcsqNxYHnUCue7Y0qFgk+6dMdDrcZTrcFDrUajVPJW+07UzYfzBlDG3Z1Bdeuj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"text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -288,7 +293,9 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# k-means\n", @@ -300,10 +307,10 @@ " \"\"\"初始化聚类中心:通过在区间范围随机产生的值作为新的中心点\"\"\"\n", "\n", " # 样本数\n", - " m=np.shape(X)[0]\n", + " n=np.shape(X)[0]\n", " \n", " # 生成随机下标列表\n", - " dataIndex=list(range(m))\n", + " dataIndex=list(range(n))\n", " random.shuffle(dataIndex)\n", " centroidsIndex = dataIndex[:k]\n", " \n", @@ -312,10 +319,10 @@ "\n", "def kmeans(X, k):\n", " # 样本总数\n", - " m = np.shape(X)[0]\n", + " n = np.shape(X)[0]\n", " \n", - " # 分配样本到最近的簇:存[簇序号,距离的平方] (m行 x 2 列)\n", - " clusterAssment = np.zeros((m, 2))\n", + " # 分配样本到最近的簇:存[簇序号,距离的平方] (n行 x 2列)\n", + " clusterAssment = np.zeros((n, 2))\n", "\n", " # step1: 通过随机产生的样本点初始化聚类中心\n", " centroids = rand_cluster_cents(X, k)\n", @@ -327,7 +334,7 @@ " clusterChanged = False\n", " \n", " # step2:分配到最近的聚类中心对应的簇中\n", - " for i in range(m):\n", + " for i in range(n):\n", " minDist = np.inf;\n", " minIndex = -1\n", " for j in range(k):\n", @@ -367,13 +374,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "最初的中心= [[-0.4593609 -0.84984437]\n", - " [ 7.00511346 -0.23458713]\n", - " [ 5.89366503 -1.19620662]]\n", - "the SSE of 1th iteration is 223791.983809\n", - "the SSE of 2th iteration is 20013.489467\n", - "the SSE of 3th iteration is 3854.564761\n", - "the SSE of 4th iteration is 3500.555275\n", + "最初的中心= [[ 3.71957065 6.75479418]\n", + " [ 5.56976728 5.44770856]\n", + " [ 0.01841838 1.67643731]]\n", + "the SSE of 1th iteration is 208581.651082\n", + "the SSE of 2th iteration is 17141.561736\n", + "the SSE of 3th iteration is 4628.033683\n", + "the SSE of 4th iteration is 3510.089544\n", "the SSE of 5th iteration is 3502.239035\n" ] } @@ -387,7 +394,9 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "def datashow(dataSet, k, centroids, clusterAssment): # 二维空间显示聚类结果\n", @@ -445,31 +454,27 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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CJz4BP/oRfPCDWc/EqDd5smtXE1oZ5zcoFr1ACb9GV1AA+9FN/mdhJFUrHRrywlzLCe5G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\n", 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\n", 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MJkvEDbBpB+BeHriLIk+BMAxgGsA/dLffBLDa5eJ5b7UTCMGeOTLibbZeWnRP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\nwUjqYwhmCbme66pJNMEWUiJ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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -483,7 +488,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 5. 利用sklearn进行分类\n" + "## 5. 利用sklearn进行聚类\n" ] }, { @@ -596,7 +601,9 @@ { "cell_type": "code", "execution_count": 29, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -617,18 +624,81 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Given the contingency table:\n", - "FIXME: X, Y 的定义\n", - "\n", + "contingency表的定义:\n", "\n", "![ARI_ct](images/ARI_ct.png)\n", + "其中$X$为类别,$Y$为聚类的簇\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 7.1.1 RI\n", + "为了方便理解ARI,先讨论一下RI,也就是rand index,从两者的名字也可以看出来,这是ARI的祖宗版。\n", + "\n", + "假如有两类,那么针对这两类的的RI评价指标为:\n", + "\n", + "$$\n", + "R = \\frac{a + b}{a+b+c+d}\n", + "$$\n", + "\n", + "a,b,c,d分别代表的含义为:\n", + "* a : 应该在一类,最后聚类到一类的数量,\n", + "* b : 不应该在一类,最后聚类结果也没把他们聚类在一起的数量。\n", + "* c和d那么就是应该在一起而被分开的和不应该在一起而被迫在一起的。毕竟强扭的瓜不甜,c和d固然是错误的。\n", + "\n", + "所以从R的表达式中可以看出,a和b是对的,这样能够保证R在0到1之间,而且,聚类越准确,指标越接近于1.\n", + "\n", + "这里有一个关键性的问题,就是什么叫数量?怎么去计算?准确的说,是配对的数量。比如说a是应该在一起而真的幸福的在一起了的数量,这显然就应该像人类一样按照小夫妻数量计算,但是我们的样本可不管一夫一妻制,任意选两个就是一个配对,所以,就是 $n(n-1)/2$ 这样来计算,也就是组合数,n个当中选两个的选法。同时我们看到,分母其实是所有配对的总和,所以,我们最后可以写成这样:\n", + "\n", + "$$\n", + "R = \\frac{a + b}{a+b+c+d} = \\frac{a + b}{\\binom{n}{2}}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 7.1.2 ARI\n", + "\n", + "有了先前RI的感性理解之后,接下来解释一下ARI。\n", + "\n", + "RI有一个缺点,就是惩罚力度不够,换句话说,大家普遍得分比较高,没什么区分度,遍地80分。这样的话,往往是考试的制度不合适,于是就诞生出了ARI,这个指标相对于RI就很有区分度了。\n", + "\n", + "$$\n", + "ARI = \\frac{Index - ExpctedIndex}{MaxIndex - ExpectedIndex}\n", + "$$\n", + "\n", + "具体的公式是:\n", + "$$\n", + "ARI = \\frac{ \\sum_{ij} \\binom{n_{ij}}{2} - \\left[ \\sum_i \\binom{a_i}{2} \\sum_j \\binom{b_j}{2} \\right] / \\binom{n}{2} }{ \\frac{1}{2} \\left[ \\sum_i \\binom{a_i}{2} + \\sum_j \\binom{b_j}{2} \\right] - \\left[ \\sum_i \\binom{a_i}{2} \\sum_j \\binom{b_j}{2} \\right] / \\binom{n}{2} }\n", + "$$\n", + "\n", + "ARI取值范围为[-1,1],值越大越好,反映两种划分的重叠程度,使用该度量指标需要数据本身有类别标记。\n", + "\n", + "$ \\sum_{ij} \\binom{n_{ij}}{2}$ : $n_{ij}$代表的是聚类之后在$i$类,应该在$j$类的样本数量,很显然,这一求和,就是RI中的a,应该在一起而真的在一起的数量。\n", + "\n", + "$\\frac{1}{2} \\left[ \\sum_i \\binom{a_i}{2} + \\sum_j \\binom{b_j}{2} \\right]$ : 是如果你的聚类是完全对的,那么就应该是这个数目,所以在表达式里面叫做MaxIndex。\n", + "\n", + "$\\left[ \\sum_i \\binom{a_i}{2} \\sum_j \\binom{b_j}{2} \\right] / \\binom{n}{2}$ 是a的期望\n", + "$$\n", + "E(\\sum_{ij} \\binom{n_{ij}}{2}) = \\sum_i \\binom{n_i}{2} \\sum_j \\binom{n_j}{2} / \\binom{n}{2}\n", + "$$\n", + "\n", + "假设配对矩阵是这样的,显然,我们共有n(n-1)/2个配对方法。我们在行方向计算出可能取到的配对数,在列方向计算可能取到的配对数,相乘以后,除以总的配对数,这就是a的期望了。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "\n", - "the adjusted index is:\n", - "![ARI_define](images/ARI_define.png)\n", "\n", + "* [ARI聚类效果评价指标](https://blog.csdn.net/qtlyx/article/details/52678895)\n", "* [ARI reference](https://davetang.org/muse/2017/09/21/adjusted-rand-index/)\n", - "* [聚类性能评估-ARI(调兰德指数)](https://zhuanlan.zhihu.com/p/145856959)\n", - "* [ARI聚类效果评价指标](https://blog.csdn.net/qtlyx/article/details/52678895)" + "* [聚类性能评估-ARI(调兰德指数)](https://zhuanlan.zhihu.com/p/145856959)\n" ] }, { @@ -834,7 +904,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.5.4" } }, "nbformat": 4, diff --git a/3_kmeans/images/kmeans-illustration.jpeg b/3_kmeans/images/kmeans-illustration.jpeg new file mode 100644 index 0000000..2a599b5 Binary files /dev/null and b/3_kmeans/images/kmeans-illustration.jpeg differ