{ "metadata": { "name": "", "signature": "sha256:52400982f069d2aafce6512887e4b0152127025c088b3f1b2c343d0642a30ee3" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "HyperLogLog\u3092\u4f7f\u3063\u305f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u305f\u3081\u306e\u52b9\u7387\u7684\u306ak\u63a8\u5b9a\u624b\u6cd5\u306e\u63d0\u6848" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "\u7cbe\u5ea6\u306e\u6bd4\u8f03" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IRIS\u306e\u30a2\u30e4\u30e1\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u304b\u3051\u308b\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306f\u30e9\u30d9\u30eb\u6570\u304c3\u3068\u3042\u3089\u304b\u3058\u3081\u5206\u304b\u3063\u3066\u3044\u308b\u306e\u3067\u3001k=3\u3092HyperKEstomator\u3067\u63a8\u5b9a\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "from sklearn.cluster import KMeans\n", "from sklearn import datasets\n", "\n", "from kHLL.kestimate import HyperKEstimator\n", "from kHLL.hash.image import md5_for_vec\n", "\n", "np.random.seed(5)\n", "\n", "centers = [[1, 1], [-1, -1], [1, -1]]\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "kestimator = HyperKEstimator(1, 5, md5_for_vec, 20)\n", "kestimator.train(X)\n", "\n", "estimators = {'k_means_iris_3': KMeans(n_clusters=3),\n", " 'k_means_iris_hyper': KMeans(n_clusters=kestimator.getK())}\n", "\n", "\n", "fignum = 1\n", "for name, est in estimators.items():\n", " fig = plt.figure(fignum, figsize=(9, 5))\n", " plt.clf()\n", " ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n", "\n", " plt.cla()\n", " est.fit(X)\n", " labels = est.labels_\n", "\n", " ax.scatter(X[:, 3], X[:, 0], X[:, 2], c=labels.astype(np.float))\n", "\n", " ax.w_xaxis.set_ticklabels([])\n", " ax.w_yaxis.set_ticklabels([])\n", " ax.w_zaxis.set_ticklabels([])\n", " ax.set_xlabel('Petal width')\n", " ax.set_ylabel('Sepal length')\n", " ax.set_zlabel('Petal length')\n", " fignum = fignum + 1\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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uIFAUplwuo7u7W2l0YIv/aVPXGp1VD25MZ9DqyKQvqVcjvggjYcdawDiRFrYS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\nQ8bg9rvuMm0E3dXVhS1bchg58otobd0bI0Ych+e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I2O+W7WxBIF0bGzFN1JrE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\nuHHjaNasGStWrKB///5cunSJixcvotVq8ff3l3o7Lk1JSQmzZ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WCRd2PoGiMMViEa2trXKjA1v8T5u62uisanBiOoNaRyZ9Sd0a8UXoCTvWAsaO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\n3p0PPvhAiDeBvRHCTlAz6dq1K99++y1btmzh9u3bfPHFFyiVS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"text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "from sklearn.cluster import KMeans\n", "from sklearn import datasets\n", "\n", "from kHLL.kestimate import HyperKEstimator\n", "from kHLL.hash.image import md5_for_vec\n", "\n", "np.random.seed(5)\n", "\n", "centers = [[1, 1], [-1, -1], [1, -1]]\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "kestimator = HyperKEstimator(1, 5, md5_for_vec, 20)\n", "kestimator.train(X)\n", "\n", "estimators = {'k_means_iris_3': KMeans(n_clusters=3),\n", " 'k_means_iris_hyper': KMeans(n_clusters=kestimator.getK())}\n", "\n", "\n", "fignum = 1\n", "for name, est in estimators.items():\n", " fig = plt.figure(fignum, figsize=(9, 5))\n", " plt.clf()\n", " ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n", "\n", " plt.cla()\n", " est.fit(X)\n", " labels = est.labels_\n", "\n", " ax.scatter(X[:, 3], X[:, 0], X[:, 2], c=labels.astype(np.float))\n", "\n", " ax.w_xaxis.set_ticklabels([])\n", " ax.w_yaxis.set_ticklabels([])\n", " ax.w_zaxis.set_ticklabels([])\n", " ax.set_xlabel('Petal width')\n", " ax.set_ylabel('Sepal length')\n", " ax.set_zlabel('Petal length')\n", " fignum = fignum + 1\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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uIFAUplwuo7u7W2l0YIv/aVPXGp1VD25MZ9DqyKQvqVcjvggjYcdawDiRFrYS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\nQ8bg9rvuMm0E3dXVhS1bchg58otobd0bI0Ych+e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I2O+W7WxBIF0bGzFN1JrE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\nuHHjaNasGStWrKB///5cunSJixcvotVq8ff3l3o7Lk1JSQmzZ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WCRd2PoGiMMViEa2trXKjA1v8T5u62uisanBiOoNaRyZ9Sd0a8UXoCTvWAsaO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\n3p0PPvhAiDeBvRHCTlAz6dq1K99++y1btmzh9u3bfPHFFyiVS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"text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "from sklearn.cluster import KMeans\n", "from sklearn import datasets\n", "\n", "np.random.seed(5)\n", "\n", "centers = [[1, 1], [-1, -1], [1, -1]]\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "# Plot the ground truth\n", "fig = plt.figure(fignum, figsize=(9, 5))\n", "plt.clf()\n", "ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n", "\n", "plt.cla()\n", "\n", "for name, label in [('Setosa', 0),\n", " ('Versicolour', 1),\n", " ('Virginica', 2)]:\n", " ax.text3D(X[y == label, 3].mean(),\n", " X[y == label, 0].mean() + 1.5,\n", " X[y == label, 2].mean(), name,\n", " horizontalalignment='center',\n", " bbox=dict(alpha=.5, edgecolor='w', facecolor='w'))\n", "# Reorder the labels to have colors matching the cluster results\n", "y = np.choose(y, [1, 2, 0]).astype(np.float)\n", "ax.scatter(X[:, 3], X[:, 0], X[:, 2], c=y)\n", "\n", "ax.w_xaxis.set_ticklabels([])\n", "ax.w_yaxis.set_ticklabels([])\n", "ax.w_zaxis.set_ticklabels([])\n", "ax.set_xlabel('Petal width')\n", "ax.set_ylabel('Sepal length')\n", "ax.set_zlabel('Petal length')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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gUBSmXC6ju7tbaXRgi/9pU9canVUPbkxn0OrIpB+pVyO+CCNhx1rAOJEWthId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ze3+HxtOkdr+yL+W5BYUfFoNpubzWtB0uTflQkBEFX8LTbidFRvxoN4O0RE82BrbxGuaIgkhhee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\nmykoKCA3N9emyaQs9Ho9ubm5FBYW4ufnR3h4OGFhYSVE3Ycffsj999/PP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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "\u5b9f\u884c\u6642\u9593\u306e\u6bd4\u8f03" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DPGMM\u306f\u30c7\u30a3\u30ea\u30af\u30ec\u904e\u7a0b\u3092\u4f7f\u3063\u3066\u30af\u30e9\u30b9\u30bf\u6570\u3082\u542b\u3081\u3066\u63a8\u5b9a\u3059\u308b\u624b\u6cd5\u3002\u3053\u308c\u3068\u5b9f\u884c\u6642\u9593\u3092\u6bd4\u8f03\u3057\u305f\u3002" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import time\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.cluster import KMeans\n", "from sklearn.mixture import DPGMM\n", "from sklearn import datasets\n", "\n", "from kHLL.kestimate import HyperKEstimator\n", "from kHLL.hash.image import md5_for_vec\n", "\n", "\n", "np.random.seed(5)\n", "\n", "centers = [[1, 1], [-1, -1], [1, -1]]\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "\n", "\n", "estimators = {'dpgmm': DPGMM(),\n", " 'k_means_iris_hyper': KMeans(n_clusters=kestimator.getK())}\n", "\n", "## DPGMM\n", "try_count = 5\n", "dpgmm_elapsed_times = []\n", "hyper_kmeans_elapsed_times = []\n", "for i in xrange(1, try_count):\n", " start = time.time()\n", " for j in xrange(0, i):\n", " dpgmm_model = DPGMM()\n", " dpgmm_model.fit(X)\n", " dpgmm_elapsed_times.append(time.time() - start)\n", " start = time.time()\n", " for j in xrange(0, i):\n", " kestimator = HyperKEstimator(1, 5, md5_for_vec, 20)\n", " kestimator.train(X)\n", " kmeans_model= KMeans(n_clusters=3)\n", " kmeans_model.fit(X)\n", " hyper_kmeans_elapsed_times.append(time.time() - start)\n", "\n", "x = range(1, try_count)\n", "\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "axes.plot(x, dpgmm_elapsed_times, 'r')\n", "axes.plot(x, hyper_kmeans_elapsed_times, 'g')\n", "axes.set_xlabel('x')\n", "axes.set_ylabel('y')\n", "axes.set_title('Comparison between DPGMM and HyperKMeans');\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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