{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", "from sklearn.decomposition import PCA\n", "from sklearn.manifold import TSNE\n", "from sklearn.cluster import KMeans\n", "from sklearn.metrics import adjusted_mutual_info_score" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_blobs" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from umap import UMAP" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "plt.style.use('dark_background')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy example to illustrate concepts" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "npts = 1000\n", "nc = 6\n", "X, y = make_blobs(n_samples=npts, centers=nc)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X[:, 0], X[:, 1], s=5, c=y,\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", "plt.axis('square')\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to cluster\n", "\n", "1. Choose a clustering algorithm\n", "2. Choose the number of clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-means\n", "\n", "There are many different clustering methods, but K-means is fast, scales well, and can be interpreted as a probabilistic model. We will write 3 versions of the K-means algorithm to illustrate the main concepts. The algorithm is very simple:\n", "\n", "1. Start with $k$ centers with labels $0, 1, \\ldots, k-1$\n", "2. Find the distance of each data point to each center\n", "3. Assign the data points nearest to a center to its label\n", "4. Use the mean of the points assigned to a center as the new center\n", "5. Repeat for a fixed number of iterations or until the centers stop changing\n", "\n", "Note: If you want a probabilistic interpretation, just treat the final solution as a mixture of (multivariate) normal distributions. K-means is often used to initialize the fitting of full statistical mixture models, which are computationally more demanding and hence slower. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Distance between sets of vectors" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from scipy.spatial.distance import cdist" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0, 1],\n", " [2, 3],\n", " [4, 5]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pts = np.arange(6).reshape(-1,2)\n", "pts" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0, 1],\n", " [2, 3]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mus = np.arange(4).reshape(-1, 2)\n", "mus" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0. , 2.82842712],\n", " [2.82842712, 0. ],\n", " [5.65685425, 2.82842712]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cdist(pts, mus)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Version 1" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def my_kemans_1(X, k, iters=10):\n", " \"\"\"K-means with fixed number of iterations.\"\"\"\n", " \n", " r, c = X.shape\n", " centers = X[np.random.choice(r, k, replace=False)]\n", " for i in range(iters):\n", " m = cdist(X, centers)\n", " z = np.argmin(m, axis=1)\n", " centers = np.array([np.mean(X[z==i], axis=0) for i in range(k)])\n", " return (z, centers)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "np.random.seed(2018)\n", "z, centers = my_kemans_1(X, nc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Note that K-means can get stuck in local optimum" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X[:, 0], X[:, 1], s=5, c=z,\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", "plt.scatter(centers[:, 0], centers[:, 1], marker='x', \n", " linewidth=3, s=100, c='red')\n", "plt.axis('square')\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Version 2" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def my_kemans_2(X, k, tol= 1e-6):\n", " \"\"\"K-means with tolerance.\"\"\"\n", " \n", " r, c = X.shape\n", " centers = X[np.random.choice(r, k, replace=False)]\n", " delta = np.infty\n", " while delta > tol:\n", " m = cdist(X, centers)\n", " z = np.argmin(m, axis=1)\n", " new_centers = np.array([np.mean(X[z==i], axis=0) for i in range(k)])\n", " delta = np.sum((new_centers - centers)**2)\n", " centers = new_centers\n", " return (z, centers)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "np.random.seed(2018)\n", "z, centers = my_kemans_2(X, nc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Still stuck in local optimum" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X[:, 0], X[:, 1], s=5, c=z,\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", "plt.scatter(centers[:, 0], centers[:, 1], marker='x', \n", " linewidth=3, s=100, c='red')\n", "plt.axis('square')\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Version 3\n", "\n", "Use of a score to evaluate the goodness of fit. In this case, the simplest score is just the sum of distances from each point to its nearest center." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def my_kemans_3(X, k, tol=1e-6, n_starts=10):\n", " \"\"\"K-means with tolerance and random restarts.\"\"\"\n", " \n", " r, c = X.shape\n", " best_score = np.infty\n", " \n", " for i in range(n_starts):\n", " centers = X[np.random.choice(r, k, replace=False)]\n", " delta = np.infty\n", " while delta > tol:\n", " m = cdist(X, centers)\n", " z = np.argmin(m, axis=1)\n", " new_centers = np.array([np.mean(X[z==i], axis=0) for i in range(k)])\n", " delta = np.sum((new_centers - centers)**2)\n", " centers = new_centers\n", " score = m[z].sum()\n", " if score < best_score:\n", " best_score = score\n", " best_z = z\n", " best_centers = centers\n", " return (best_z, best_centers)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "np.random.seed(2018)\n", "z, centers = my_kemans_3(X, nc)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X[:, 0], X[:, 1], s=5, c=z,\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", "plt.scatter(centers[:, 0], centers[:, 1], marker='x', \n", " linewidth=3, s=100, c='red')\n", "plt.axis('square')\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model selection\n", "\n", "We use AMIS for model selection. You can also use likelihood-based methods by interpreting the solution as a mixture of normals but we don't cover those approaches here. There are also other ad-hoc methods - see `sckikt-lean` [docs](http://scikit-learn.org/stable/modules/clustering.html#clustering-evaluation) if you are interested. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mutual Information Score (MIS)\n", "\n", "The mutual information is defined as\n", "\n", "$$\n", "I(X; Y) = \\sum_{y \\in Y} \\sum_{x \\in X} p(x,y) \\log \\left( \\frac{p(x, y)}{p(x)p(y)} \\right)\n", "$$\n", "\n", "It measures how much knowing $X$ reduces the uncertainty about $Y$ (and vice versa). \n", "\n", "- If $X$ is independent of $Y$, then $I(X; Y) = 0$\n", "- If $X$ is a deterministic function of $Y$, then $I(X; Y) = 1$\n", "\n", "It is equivalent to the Kullback-Leibler divergence\n", "\n", "$$\n", "\\text{KL}(p(x,y) \\mid\\mid p(x)p(y)\n", "$$\n", "\n", "We use AMIS (Adjusted MIS) here, which adjusts for the number of clusters used in the clustering method.\n", "\n", "From the documentation\n", "\n", "```\n", "AMI(U, V) = [MI(U, V) - E(MI(U, V))] / [max(H(U), H(V)) - E(MI(U, V))]\n", "```" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncols = 4\n", "nrows = 2\n", "plt.figure(figsize=(ncols*3, nrows*3))\n", "for i, nc in enumerate(range(3, 11)):\n", " kmeans = KMeans(nc, n_init=10)\n", " clusters = kmeans.fit_predict(X)\n", " centers = kmeans.cluster_centers_\n", " amis = adjusted_mutual_info_score(y, clusters)\n", " plt.subplot(nrows, ncols, i+1)\n", " plt.scatter(X[:, 0], X[:, 1], s=5, c=y,\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", " plt.scatter(centers[:, 0], centers[:, 1], marker='x', \n", " linewidth=3, s=100, c='red')\n", " plt.text(0.15, 0.9, 'nc = %d AMIS = %.2f' % (nc, amis), \n", " fontsize=16, color='yellow',\n", " transform=plt.gca().transAxes)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.axis('square')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing across samples" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "X1 = X + np.random.normal(0, 1, X.shape)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "for i, xs in enumerate([X, X1]):\n", " plt.subplot(1,2,i+1)\n", " plt.scatter(xs[:, 0], xs[:, 1], s=5, c=y,\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.axis('square')\n", "plt.tight_layout()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Option 1: Using reference sample" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "nc = 6\n", "kmeans = KMeans(nc, n_init=10)\n", "kmeans.fit(X)\n", "z1 = kmeans.predict(X)\n", "z2 = kmeans.predict(X1)\n", "zs = [z1, z2]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "for i, xs in enumerate([X, X1]):\n", " plt.subplot(1,2,i+1)\n", " plt.scatter(xs[:, 0], xs[:, 1], s=5, c=zs[i],\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.axis('square')\n", "plt.tight_layout()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Option 2: Pooling" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "Y = np.r_[X, X1]\n", "kmeans = KMeans(nc, n_init=10)\n", "kmeans.fit(Y)\n", "zs = np.split(kmeans.predict(Y), 2)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "for i, xs in enumerate([X, X1]):\n", " plt.subplot(1,2,i+1)\n", " plt.scatter(xs[:, 0], xs[:, 1], s=5, c=zs[i],\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.axis('square')\n", "plt.tight_layout()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Option 3: Matching" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from scipy.optimize import linear_sum_assignment" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "np.random.seed(2018)\n", "kmeans = KMeans(nc, n_init=10)\n", "c1 = kmeans.fit(X).cluster_centers_\n", "z1 = kmeans.predict(X)\n", "c2 = kmeans.fit(X1).cluster_centers_\n", "z2 = kmeans.predict(X1)\n", "zs = [z1, z2]\n", "cs = [c1, c2]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "for i, xs in enumerate([X, X1]):\n", " plt.subplot(1,2,i+1)\n", " z = zs[i]\n", " c = cs[i]\n", "\n", " plt.scatter(xs[:, 0], xs[:, 1], s=5, c=z,\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.axis('square')\n", "plt.tight_layout()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define cost function\n", "\n", "We use a simple cost as just the distance between centers. More complex dissimilarity measures could be used." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "cost = cdist(c1, c2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Run the Hungarian (Muunkres) algorithm for bipartitie matching" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "row_ind, col_ind = linear_sum_assignment(cost)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0, 1, 2, 3, 4, 5]), array([4, 2, 0, 1, 5, 3]))" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "row_ind, col_ind" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Swap cluster indexes to align data sets" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "z1_aligned = col_ind[z1]\n", "zs = [z1_aligned, z2]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "for i, xs in enumerate([X, X1]):\n", " plt.subplot(1,2,i+1)\n", " plt.scatter(xs[:, 0], xs[:, 1], s=5, c=zs[i],\n", " cmap=plt.cm.get_cmap('Accent', nc))\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.axis('square')\n", "plt.tight_layout()\n", "pass" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }