From 436192801b5758d19fc65597c856ef38c7af0389 Mon Sep 17 00:00:00 2001 From: bushuhui Date: Fri, 23 Sep 2022 15:40:17 +0800 Subject: [PATCH] Update description of k-means --- 3_kmeans/1-k-means.ipynb | 14 +++++----- 3_kmeans/2-kmeans-color-vq.ipynb | 52 ++++++++++++++++++++++++++++++----- 3_kmeans/3-ClusteringAlgorithms.ipynb | 4 +-- 3 files changed, 53 insertions(+), 17 deletions(-) diff --git a/3_kmeans/1-k-means.ipynb b/3_kmeans/1-k-means.ipynb index 92e581b..392940c 100644 --- a/3_kmeans/1-k-means.ipynb +++ b/3_kmeans/1-k-means.ipynb @@ -24,7 +24,7 @@ "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(重心,centroids)的过程***:\n", + "由于具有出色的速度和良好的可扩展性,K-Means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", @@ -51,7 +51,7 @@ "## 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\n", + "输入:$T=\\{ x_1, x_2, ..., x_N\\}$,其中$x_i \\in \\mathbb{R}^D$,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", @@ -236,7 +236,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "再重复上面的方法就会发现类的重心不变了,k-Means会在条件满足的时候停止重复聚类过程。通常,条件是前后两次迭代的成本函数值的差达到了限定值,或者是前后两次迭代的重心位置变化达到了限定值。如果这些停止条件足够小,k-Means就能找到最优解。不过这个最优解不一定是全局最优解。\n", + "再重复上面的方法就会发现类的重心不变了,k-Means会在条件满足的时候停止重复聚类过程。通常,条件是前后两次迭代的成本函数值的差达到了限定值,或者是前后两次迭代的重心位置变化达到了限定值。如果这些停止条件足够小,k-Means就能找到最优解,不过这个最优解不一定是全局最优解。\n", "\n" ] }, @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -511,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -564,7 +564,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -618,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 8, "metadata": { "scrolled": true }, diff --git a/3_kmeans/2-kmeans-color-vq.ipynb b/3_kmeans/2-kmeans-color-vq.ipynb index 055cecd..845bee7 100644 --- a/3_kmeans/2-kmeans-color-vq.ipynb +++ b/3_kmeans/2-kmeans-color-vq.ipynb @@ -6,19 +6,17 @@ "source": [ "# 用K-means进行颜色量化\n", "\n", - "对给定的图像进行**像素矢量量化(VQ)**,将显示图像所需的颜色从16777216($2^{24}$)种减少到64种,同时保持整体外观质量。\n", + "本示例对给定的图像进行**像素矢量量化(VQ)**,将显示图像所需的颜色从16777216($2^{24}$)种减少到64种,同时保持整体外观质量。\n", "\n", "\n", - "在本例中,像素在3D空间中表示,使用K-means找到64个颜色簇。在图像处理文献中,由K-means(聚类中心)得到的码本称为调色板。使用单个字节,最多可以寻址256种颜色,而RGB编码需要每个像素3个字节。例如,GIF文件格式就使用了这样一个调色板。\n", + "在本例中,像素在3D空间中表示,使用K-means找到64个颜色簇。在图像处理文献中,由K-means(聚类中心)得到的聚类中心集合称为调色板,例如,GIF文件格式就使用了类似这样的调色板。使用单个字节,最多可以寻址256种颜色,而RGB编码需要每个像素3个字节,因此采用本方法可以简单的将原始图像压缩到1/3。\n", "\n" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -33,6 +31,46 @@ }, { "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 加载图像\n", + "img = load_sample_image(\"china.jpg\")\n", + "\n", + "# 原始图像\n", + "plt.figure(1)\n", + "ax = plt.axes([0, 0, 0.7, 0.7])\n", + "plt.axis('off')\n", + "plt.title('Original')\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ @@ -208,7 +246,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.4" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/3_kmeans/3-ClusteringAlgorithms.ipynb b/3_kmeans/3-ClusteringAlgorithms.ipynb index 91801b5..46574bb 100644 --- a/3_kmeans/3-ClusteringAlgorithms.ipynb +++ b/3_kmeans/3-ClusteringAlgorithms.ipynb @@ -8,9 +8,7 @@ "\n", "这个例子展示了不同的聚类算法在数据集上的表现,这些数据集虽然有趣但仍然是2D的。除了最后一个数据集以外,每一个数据集的参数都经过调整为了产生更好的效果。一些算法对于参数值比其他算法更加敏感。\n", "\n", - "最后一个数据集是一个\"null\"情况下的聚类:数据是同构的,没有良好的聚类。对于本例,null数据集使用与上面一行中的数据集相同的参数,这表示参数值和数据结构不匹配。\n", - "\n", - "这些例子虽然这些例子给出了一些关于算法的直觉,但这种直觉可能不适用于非常高维的数据。" + "虽然这些例子给出了一些关于算法的直觉认识,但这种直觉可能不适用于非常高维的数据。" ] }, {