{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Семинар 15. Метод ближайших соседей\n", "\n", "Пусть задана обучающая выборка и поступил новый объект, для которого нужно предсказать класс (в случае задачи классификации) или вещественную метку (задача регрессии). Для этого можно посмотреть какие объекты лежат рядом с ним и сделать выводы, опираясь на них:\n", "\n", "![](http://mines.humanoriented.com/classes/2010/fall/csci568/portfolio_exports/lguo/image/knn/knn.jpg)\n", "\n", "Этот метод так и называется — метод k ближайших соседей:\n", " - находим k объектов из обучающей выборки, которые ближе всего к данному\n", " - производим голосование/усредняем результат \n", " \n", "k выбирается с помощью кросс-валидации. Кроме того можно варьировать:\n", " - способ измерения расстояния между объектами\n", " - учитывать объекты с весами, зависящими от расстояния\n", " \n", "В библиотеке sklearn метод ближайших соседей реализован в классе [KNeighborsClassifier](http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html) для классификации и [KNeighborsRegression](http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsRegressor.html)\n", "\n", "Посмотрим как будет меняться граница между классами в зависимости от k:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import pylab as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn import datasets\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from matplotlib.colors import ListedColormap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Загрузим данные:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = [datasets.make_moons(noise=0.3, random_state=0),\n", " datasets.make_circles(noise=0.2, factor=0.5, random_state=1),\n", " datasets.make_classification(n_features=2, n_redundant=0, n_informative=2,\n", " random_state=1, n_clusters_per_class=1)\n", " ]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_grid(X):\n", " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1),\n", " np.arange(y_min, y_max, 0.1))\n", " return xx, yy" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cPPX5YjKL7QBE+Nv415334ufZ8IrrlUTySd063pPlJVJd2vBUUSgurR/7Mw9w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\nLD6Qy1UJfg0iHI05W0G540aGuptZjOt9VqHh+HNC12AemzGdKdVVdEALr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UPTNLYdPsTx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2sOH9LFVFVbXLuJobNABunTyVjQfepNJZgALYLCXcPuXaZj+PEO3BkfJSqK1PaQB6Y1A2kWAb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\njSjRigGXhcaARm5Z9sy5rFm6GLPZTOsOnenS2HOQuLeuUzm5ZmY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Tub8FefkQ5uPLiYKP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nO7a+Kr/PZnCmbL1ezYn86azePYs2Q2IUEB6ArSKbFYuOeJF/hl3lw8PDx54YXnePSxR4Ca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\n09+9vkKuuOXHBNpP4HK5D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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 10))\n", "\n", "for j, ds in enumerate(data, 1):\n", " X, y = ds\n", " xx, yy = get_grid(X)\n", " \n", " for i, k in enumerate([1, 3, 15]):\n", " clf = KNeighborsClassifier(n_neighbors=k)\n", " clf.fit(X, y)\n", "\n", " Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n", "\n", " Z = Z.reshape(xx.shape)\n", "\n", " ax = plt.subplot(3, 3, i * 3 + j)\n", " ax.contourf(xx, yy, Z, cmap=plt.cm.RdBu, alpha=0.6)\n", "\n", " ax.scatter(X[:, 0], X[:, 1], c=y, )\n", " ax.set_xlim(xx.min(), xx.max())\n", " ax.set_ylim(yy.min(), yy.max())\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.set_title(\"k = %i\" % k)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "При увеличении числа соседей появляются зоны \"неуверенности\": примерно одинаковое число соседей попадает в окрестность объекта.\n", "\n", "Теперь посмотрим поменяется ли разделяющая поверхность в зависимости от метрики:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5k7BRzPojiTjU6wEfwAebqxNrjxwpCBsAIf5+uNQs3MONzEBLYCbg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Nj0DYdPSdjerkQVTBGRUfQdfmGjnS8hpTUX3/OvRjufEM1dhdHEX+59il8XL0Gr1fH4HTfyxF03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\n1RDNUaDeS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TbnpUAXAFT1N2Zt3kiXVq0b5fz+Bg1vdgf3pZrRnEjYaCCnqnKouBCtRkNG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AAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 10))\n", "\n", "for j, ds in enumerate(data, 1):\n", " X, y = ds\n", " xx, yy = get_grid(X)\n", " \n", " for i, p in enumerate([1, 2]):\n", " clf = KNeighborsClassifier(n_neighbors=15, p=p)\n", " clf.fit(X, y)\n", "\n", " Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n", "\n", " Z = Z.reshape(xx.shape)\n", "\n", " ax = plt.subplot(3, 3, i * 3 + j)\n", " ax.contourf(xx, yy, Z, cmap=plt.cm.RdBu, alpha=0.6)\n", "\n", " ax.scatter(X[:, 0], X[:, 1], c=y, )\n", " ax.set_xlim(xx.min(), xx.max())\n", " ax.set_ylim(yy.min(), yy.max())\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.set_title(\"p = %i\" % p)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "И как повляет весовая схема:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GK/ILCrnq3qfYf+Q0KAqd27Vg9qtjCAkKrPbJvbRmSCQSb/Cl4LCd8iwadd2a4YicWUlK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\nsRGOC4RwEBrZR8pEIZJAEADeebj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 10))\n", "for j, ds in enumerate(data, 1):\n", " X, y = ds\n", " xx, yy = get_grid(X)\n", " \n", " for i, weights in enumerate(['uniform', 'distance']):\n", " clf = KNeighborsClassifier(n_neighbors=15, weights=weights)\n", " clf.fit(X, y)\n", "\n", " Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n", "\n", " Z = Z.reshape(xx.shape)\n", "\n", " ax = plt.subplot(3, 3, i * 3 + j)\n", " ax.contourf(xx, yy, Z, cmap=plt.cm.RdBu, alpha=0.6)\n", "\n", " ax.scatter(X[:, 0], X[:, 1], c=y, )\n", " ax.set_xlim(xx.min(), xx.max())\n", " ax.set_ylim(yy.min(), yy.max())\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.set_title(\"weights = %s\" % weights)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }