{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Naive Bayes classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computing the posterior probability of $X$ being from class $c$ using **Bayes** rule\n", "$$ P(y_c|X)= \\frac{P(X|y_c)P(y_c)}{P(X)}$$\n", "From estimated prior probability of class\n", "$$P(y_c)$$\n", "and probabity of $X$\n", "$$P(X|y_c)$$\n", "\n", "Assumption for this classifier is that data is gaussian. \n", "\n", "Implimentation of NaiveBayes classifier is done following above equations only. Source code is ***probabilistic*** library." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:58:41.903841Z", "start_time": "2019-09-19T10:58:39.406090Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing NaveBayes classifier from spkit" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:58:43.783900Z", "start_time": "2019-09-19T10:58:43.759912Z" } }, "outputs": [], "source": [ "from spkit.ml import NaiveBayes" ] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": true }, "source": [ "# Example 1 : Iris data set" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:58:48.922330Z", "start_time": "2019-09-19T10:58:48.873354Z" }, "hidden": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(105, 4) (105,) (45, 4) (45,)\n" ] } ], "source": [ "data = datasets.load_iris()\n", "X = data.data\n", "y = data.target\n", "\n", "Xt,Xs,yt,ys = train_test_split(X,y,test_size=0.3)\n", "\n", "print(Xt.shape,yt.shape,Xs.shape,ys.shape)" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "## Fitting model (Estimating the parameters)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:58:53.816881Z", "start_time": "2019-09-19T10:58:53.809885Z" }, "hidden": true }, "outputs": [], "source": [ "clf = NaiveBayes()\n", "clf.fit(Xt,yt)" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "## Prediction and Accuracy" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:59:02.399588Z", "start_time": "2019-09-19T10:59:02.386594Z" }, "hidden": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy : 0.9714285714285714\n", "Testing Accuracy : 0.9333333333333333\n" ] } ], "source": [ "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "\n", "print('Training Accuracy : ',np.mean(ytp==yt))\n", "print('Testing Accuracy : ',np.mean(ysp==ys))" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "## Predicting probabilities" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:59:10.984293Z", "start_time": "2019-09-19T10:59:10.976297Z" }, "hidden": true }, "outputs": [], "source": [ "ytpr = clf.predict_prob(Xt)\n", "yspr = clf.predict_prob(Xs)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:59:11.967801Z", "start_time": "2019-09-19T10:59:11.955807Z" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "array([2.22677564e-09, 6.88449314e-02, 9.31155066e-01])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ytpr[0]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:59:22.633466Z", "start_time": "2019-09-19T10:59:22.623471Z" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "(array([1]), array([[9.86455769e-10, 9.99992322e-01, 7.67736032e-06]]))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict(Xs[0]), clf.predict_prob(Xs[0])" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "## Parameters :: $\\mu$, $\\sigma$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T10:59:27.563999Z", "start_time": "2019-09-19T10:59:27.549007Z" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "{0: {'mu': array([4.98666667, 3.41666667, 1.47333333, 0.26666667]),\n", " 'sig': array([0.07982222, 0.15072222, 0.03195556, 0.01488889]),\n", " 'prior': 0.2857142857142857},\n", " 1: {'mu': array([5.87894737, 2.79210526, 4.27894737, 1.35 ]),\n", " 'sig': array([0.27271468, 0.09335873, 0.24218837, 0.03986842]),\n", " 'prior': 0.3619047619047619},\n", " 2: {'mu': array([6.64594595, 2.99189189, 5.59189189, 2.08108108]),\n", " 'sig': array([0.35707816, 0.10236669, 0.30560993, 0.06585829]),\n", " 'prior': 0.3523809523809524}}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.parameters" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "## Visualizing the distribution" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "Setting the names of classes and features (Optional)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:01:41.657919Z", "start_time": "2019-09-19T11:01:41.649923Z" }, "hidden": true }, "outputs": [], "source": [ "clf.set_class_labels(data['target_names'])\n", "clf.set_feature_names(data['feature_names'])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:01:45.590951Z", "start_time": "2019-09-19T11:01:44.431531Z" }, "hidden": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "clf.VizPx()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 2: Breast Cancer" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:01:55.942773Z", "start_time": "2019-09-19T11:01:55.776856Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(398, 30) (398,) (171, 30) (171,)\n" ] } ], "source": [ "data = datasets.load_breast_cancer()\n", "X = data.data\n", "y = data.target\n", "\n", "Xt,Xs,yt,ys = train_test_split(X,y,test_size=0.3)\n", "\n", "print(Xt.shape,yt.shape,Xs.shape,ys.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting model (estimating the parameters)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:01:58.180653Z", "start_time": "2019-09-19T11:01:58.170658Z" } }, "outputs": [], "source": [ "clf = NaiveBayes()\n", "clf.fit(Xt,yt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accuracy" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:01:59.404041Z", "start_time": "2019-09-19T11:01:59.325081Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy : 0.9321608040201005\n", "Testing Accuracy : 0.9649122807017544\n" ] } ], "source": [ "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "\n", "print('Training Accuracy : ',np.mean(ytp==yt))\n", "print('Testing Accuracy : ',np.mean(ysp==ys))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parameters :: $\\mu$, $\\sigma$" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:02.029728Z", "start_time": "2019-09-19T11:02:02.020732Z" } }, "outputs": [ { "data": { "text/plain": [ "{'mu': array([1.72674497e+01, 2.17200000e+01, 1.13917315e+02, 9.53271141e+02,\n", " 1.02753624e-01, 1.41000872e-01, 1.55203691e-01, 8.57557047e-02,\n", " 1.92042282e-01, 6.25029530e-02, 5.90004698e-01, 1.21125772e+00,\n", " 4.18012081e+00, 6.86748993e+01, 6.93873154e-03, 3.11968859e-02,\n", " 4.08352349e-02, 1.48303356e-02, 2.00738859e-02, 3.99146980e-03,\n", " 2.08057718e+01, 2.94116779e+01, 1.39071611e+02, 1.36938725e+03,\n", " 1.45458322e-01, 3.62481275e-01, 4.39459597e-01, 1.79128926e-01,\n", " 3.22568456e-01, 9.06604698e-02]),\n", " 'sig': array([9.19824316e+00, 1.27991597e+01, 4.27412041e+02, 1.14720796e+05,\n", " 1.60285507e-04, 2.79468421e-03, 5.60475988e-03, 1.16365586e-03,\n", " 7.95894218e-04, 5.22823946e-05, 1.08994705e-01, 2.27143052e-01,\n", " 5.94456248e+00, 2.98445515e+03, 9.94951468e-06, 2.93011232e-04,\n", " 4.58808910e-04, 2.71969209e-05, 7.30270203e-05, 3.48874832e-06,\n", " 1.55560727e+01, 2.85407039e+01, 7.26467479e+02, 2.70232448e+05,\n", " 4.68596654e-04, 2.51556031e-02, 3.22737993e-02, 2.34531931e-03,\n", " 5.68726441e-03, 3.92649178e-04]),\n", " 'prior': 0.3743718592964824}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.parameters[0] # class 0" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:07.809836Z", "start_time": "2019-09-19T11:02:07.807837Z" } }, "outputs": [], "source": [ "clf.set_class_labels(data['target_names'])\n", "#clf.set_feature_names(data['feature_names'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing first 16 features" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:14.835322Z", "start_time": "2019-09-19T11:02:09.337072Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "clf.VizPx(nfeatures=range(16))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing next 14 features" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:23.472080Z", "start_time": "2019-09-19T11:02:19.123177Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "clf.VizPx(nfeatures=range(16,30))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 3:: Digit Classification" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:35.754851Z", "start_time": "2019-09-19T11:02:35.568870Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1257, 64) (1257,) (540, 64) (540,)\n" ] } ], "source": [ " data = datasets.load_digits()\n", "X = data.data\n", "y = data.target\n", "\n", "# Avoiding features with zero variance (contant value)\n", "#X = X[:,X.var(0)>0]\n", "\n", "Xt,Xs,yt,ys = train_test_split(X,y,test_size=0.3)\n", "\n", "print(Xt.shape,yt.shape,Xs.shape,ys.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting model (estimating the parameters)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:37.424684Z", "start_time": "2019-09-19T11:02:37.415685Z" } }, "outputs": [], "source": [ "clf = NaiveBayes()\n", "clf.fit(Xt,yt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accuracy" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:38.865540Z", "start_time": "2019-09-19T11:02:38.822545Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy : 0.7883850437549722\n", "Testing Accuracy : 0.7722222222222223\n" ] } ], "source": [ "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "\n", "print('Training Accuracy : ',np.mean(ytp==yt))\n", "print('Testing Accuracy : ',np.mean(ysp==ys))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predicting probablities" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:41.026324Z", "start_time": "2019-09-19T11:02:41.013325Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([5]),\n", " array([[4.28401634e-27, 4.28401634e-27, 4.28401634e-27, 4.28401634e-27,\n", " 4.28401634e-27, 1.00000000e+00, 4.28401634e-27, 4.28401634e-27,\n", " 1.78497054e-19, 4.28401634e-27]]))" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict(Xs[0]), clf.predict_prob(Xs[0])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:02:42.248202Z", "start_time": "2019-09-19T11:02:42.159211Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPUAAAD4CAYAAAA0L6C7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAABAFJREFUeJzt3UFRK1sYRtHuV1cAEpAADkABSMBBIgEJSAkOgoNIiARQ0M8Ab/TID+y71rAH/XUGu05VJmfdtm0BOv757g8AvpaoIUbUECNqiBE1xPy5xEvXdR37S/3q6mpqanl+fh7bWpZl2e12o3tTPj4+xrbu7u7GtpZlWU6n09jWtm3rZ8+d1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaoi5yLU7k/b7/djW9DU4b29vY1vH43Fsi8tyUkOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCHm11+7cz6fv/sTLuZ0Oo1tHQ6Hsa3J3/U3clJDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQ8+vv0rq+vv7uT7iY3W6X3Lq/vx/bOh6PY1s/hZMaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMeu2bV//0nX9+pf+h5ubm6mp0a1lWZbz+Ty29fLyMrY1+bseHx/HtqZt27Z+9txJDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihpg/3/0B/9fpdEpuTTscDmNb5atwfgInNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJ+/bU7kx4eHkb3bm9vx7b2+/3Y1uQVP38jJzXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0x67ZtX//Sdf36l/4A03dATd7d9fr6Orb19PQ0tvX+/j62NW3btvWz505qiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihhhRQ4yoIUbUECNqiBE1xFzk2h3g+zipIUbUECNqiBE1xIgaYkQNMaKGGFFDjKghRtQQI2qIETXEiBpiRA0xooYYUUOMqCFG1BAjaogRNcSIGmJEDTGihph/AaIKWFrZkMcYAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Prediction [5]\n" ] } ], "source": [ "plt.imshow(Xs[0].reshape([8,8]),cmap='gray')\n", "plt.axis('off')\n", "plt.show()\n", "print('Prediction',clf.predict(Xs[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing " ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2019-09-19T11:03:04.948932Z", "start_time": "2019-09-19T11:02:45.558871Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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