{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "_This notebook contains code and comments from Section 2.2 and 2.3 of the book [Ensemble Methods for Machine Learning](https://www.manning.com/books/ensemble-methods-for-machine-learning). Please see the book for additional details on this topic. This notebook and code are released under the [MIT license](https://github.com/gkunapuli/ensemble-methods-notebooks/blob/master/LICENSE)._\n", "\n", "---\n", "\n", "## 2.2 Bagging\n", "\n", "\n", "### 2.2.1 Implementing our own Bagging classifier\n", "We will implement our own version of bagging to understand its internals, after which we look at how to use scikit-learn's bagging implementation.\n", "\n", "**Listing 2.1**: Bagging with Decision Trees: Training" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.tree import DecisionTreeClassifier\n", "\n", "rng = np.random.RandomState(seed=4190)\n", "def bagging_fit(X, y, n_estimators, max_depth=5, max_samples=200):\n", " n_examples = len(y) \n", " estimators = [DecisionTreeClassifier(max_depth=max_depth) \n", " for _ in range(n_estimators)] \n", " \n", " for tree in estimators:\n", " bag = np.random.choice(n_examples, max_samples, replace=True) \n", " tree.fit(X[bag, :], y[bag]) \n", " \n", " return estimators" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function will return a list of [``DecisionTreeClassifier``](https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html) objects. We can use this ensemble for prediction, by first obtaining the individual predictions and then aggregating them (through majority voting).\n", "\n", "**Listing 2.2**: Bagging with Decision Trees: Prediction" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import mode\n", "\n", "def bagging_predict(X, estimators):\n", " all_predictions = np.array([tree.predict(X) for tree in estimators]) \n", " ypred, _ = mode(all_predictions, axis=0, keepdims=False) \n", " return np.squeeze(ypred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's test this on a 2d synthetic data set. We train a bagging ensemble of 500 decision trees, each of depth 10 on bootstrap samples of size 200." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.898989898989899\n" ] } ], "source": [ "from sklearn.datasets import make_moons\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score\n", "\n", "X, y = make_moons(n_samples=300, noise=.25, random_state=rng)\n", "Xtrn, Xtst, ytrn, ytst = train_test_split(X, y, test_size=0.33, random_state=rng)\n", "bag_ens = bagging_fit(Xtrn, ytrn, n_estimators=500,\n", " max_depth=12, max_samples=300)\n", "ypred = bagging_predict(Xtst, bag_ens)\n", "\n", "print(accuracy_score(ytst, ypred))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bagging: Holdout accuracy = 89.90%.\n", "Single Decision Tree: Holdout test accuracy = 89.90%.\n" ] } ], "source": [ "ensembleAcc = accuracy_score(ytst, ypred)\n", "print('Bagging: Holdout accuracy = {0:4.2f}%.'.format(ensembleAcc * 100))\n", "\n", "tree = DecisionTreeClassifier(max_depth=12)\n", "ypred_single = tree.fit(Xtrn, ytrn).predict(Xtst)\n", "treeAcc = accuracy_score(ytst, ypred_single)\n", "print('Single Decision Tree: Holdout test accuracy = {0:4.2f}%.'.format(treeAcc * 100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the difference between the bagging classifier and a single decision tree." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from plot_utils import plot_2d_data, plot_2d_classifier\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(8, 4))\n", "\n", "title = 'Single Decision Tree (acc = {0:4.2f}%)'.format(treeAcc*100)\n", "plot_2d_classifier(ax[0], X, y, colormap='Blues', alpha=0.15, s=80,\n", " predict_function=tree.predict,\n", " xlabel='$x_1$', ylabel='$x_2$', title=title)\n", "\n", "title = 'Bagging Ensemble (acc = {0:4.2f}%)'.format(ensembleAcc*100)\n", "plot_2d_classifier(ax[1], X, y, colormap='Blues', alpha=0.15, s=80,\n", " predict_function=bagging_predict, predict_args=(bag_ens),\n", " xlabel='$x_1$', ylabel='$x_2$', title=title)\n", "\n", "fig.tight_layout()\n", "\n", "# plt.savefig('./figures/CH02_F04_Kunapuli.png', format='png', dpi=300, bbox_inches='tight');\n", "# plt.savefig('./figures/CH02_F04_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### 2.2.3 Bagging with ``scikit-learn``\n", "\n", "``scikit-learn``'s [``BaggingClassifier``](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingClassifier.html) can be used to train a bagging ensemble for classification. It supports many different kinds of base estimators, though in the example below, we use ``DecisionTreeClassifier`` as the base estimator.\n", "\n", "**Listing 2.3**: Bagging with ``scikit-learn``" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import BaggingClassifier\n", "\n", "base_estimator = DecisionTreeClassifier(max_depth=10)\n", "bag_ens = BaggingClassifier(base_estimator=base_estimator, n_estimators=500, \n", " max_samples=100, oob_score=True, random_state=rng)\n", "bag_ens.fit(Xtrn, ytrn)\n", "ypred = bag_ens.predict(Xtst)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``BaggingClassifier`` supports out-of-bag evaluation and will return the oob accuracy if we set ``oob_score=True``, as we have done above. We have ourselves also held out a test set, with which we cancompute another estimate of this model’s generalization. These are both pretty close together, as we expect!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9402985074626866" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bag_ens.oob_score_" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9292929292929293" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy_score(ytst, ypred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the smoothing behavior of the ``BaggingClassifier`` by comparing its decision boundary to its component base ``DecisionTreeClassifiers``." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x576 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=3, figsize=(12, 8))\n", "trees_to_plot = np.random.choice(500, 5, replace=True)\n", "\n", "title = 'Bagging Ensemble (acc = {0:4.2f}%)'.format(accuracy_score(ytst, ypred)*100)\n", "plot_2d_classifier(ax[0, 0], X, y, colormap='Blues', alpha=0.15, s=80,\n", " predict_function=bag_ens.predict, \n", " xlabel='$x_1$', ylabel='$x_2$', title=title)\n", "\n", "for i in range(5):\n", " r, c = np.divmod(i + 1, 3) # Get the row and column index of the subplot\n", " j = trees_to_plot[i]\n", " \n", " tst_acc_clf = accuracy_score(ytst, bag_ens[j].predict(Xtst))\n", " \n", " bag = bag_ens.estimators_samples_[j] \n", " X_bag = X[bag, :]\n", " y_bag = y[bag]\n", " \n", " title = 'Decision Tree {1} (acc = {0:4.2f}%)'.format(tst_acc_clf*100, j+1)\n", " plot_2d_classifier(ax[r, c], X, y, colormap='Blues', alpha=0.15, s=80,\n", " predict_function=bag_ens[j].predict, \n", " xlabel='$x_1$', ylabel='$x_2$', title=title)\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH02_F05_Kunapuli.png', format='png', dpi=300, bbox_inches='tight');\n", "# plt.savefig('./figures/CH02_F05_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 2.2.4\tFaster Training with Parallelization\n", "\n", "BaggingClassifier supports the speed up of both training and prediction through the [``n_jobs``](https://scikit-learn.org/stable/glossary.html#term-n-jobs) parameter. By default, this parameter is set to ``1`` and bagging will run sequentially. Alternately, you can specify the number of concurrent processes ``BaggingClassifier`` should use with by setting ``n_jobs``.\n", "\n", "The experiment below compares the training efficiency of sequential (with ``n_jobs=1``) with parallelized bagging (``n_jobs=-1``) on a machine with 6 cores. Bagging can be effectively parallelized, and the resulting gains can training times can be significantly improved.\n", "\n", "**CAUTION: This experiment below runs slowly! Pickle files from a previous run are included for quick plotting.**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import time\n", "import os\n", "import pickle\n", "\n", "# See if the result file for this experiment already exists, and if not, rerun and save a new set of results\n", "if not os.path.exists('./data/SeqentialVsParallelBagging.pickle'):\n", " n_estimator_range = np.arange(50, 525, 50, dtype=int)\n", " n_range = len(n_estimator_range)\n", " n_runs = 10\n", "\n", " run_time_seq = np.zeros((n_runs, n_range))\n", " run_time_par = np.zeros((n_runs, n_range))\n", "\n", " base_estimator = DecisionTreeClassifier(max_depth=5)\n", " for r in range(n_runs):\n", " # Split the data randomly into training and test for this run\n", " X_trn, X_tst, y_trn, y_tst = train_test_split(X, y, test_size=100)\n", "\n", " # Learn and evaluate this train/test split for this run with sequential bagging\n", " for i, n_estimators in enumerate(n_estimator_range):\n", " start = time.time()\n", " bag_ens = BaggingClassifier(base_estimator=base_estimator, n_estimators=n_estimators, \n", " max_samples=100, oob_score=True, n_jobs=1)\n", " bag_ens.fit(X_trn, y_trn)\n", " run_time_seq[r, i] = time.time() - start \n", "\n", " # Learn and evaluate this train/test split for this run\n", " for i, n_estimators in enumerate(n_estimator_range):\n", " start = time.time()\n", " bag_ens = BaggingClassifier(base_estimator=base_estimator, n_estimators=n_estimators, \n", " max_samples=100, oob_score=True, n_jobs=-1)\n", " bag_ens.fit(X_trn, y_trn)\n", " run_time_par[r, i] = time.time() - start\n", " \n", " results = (run_time_seq, run_time_par)\n", " \n", " with open('./data/SeqentialVsParallelBagging.pickle', 'wb') as result_file:\n", " pickle.dump(results, result_file)\n", "\n", "else:\n", " with open('./data/SeqentialVsParallelBagging.pickle', 'rb') as result_file:\n", " (run_time_seq, run_time_par) = pickle.load(result_file) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the sequential vs. parallel results have been loaded/run, plot them." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 288x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "n_estimator_range = np.arange(50, 525, 50, dtype=int)\n", "\n", "run_time_seq_adj = np.copy(run_time_seq)\n", "run_time_seq_adj[run_time_seq > 0.5] = np.nan\n", "run_time_seq_mean = np.nanmean(run_time_seq_adj, axis=0)\n", "\n", "run_time_par_adj = np.copy(run_time_par)\n", "run_time_par_adj[run_time_par > 0.3] = np.nan\n", "run_time_par_mean = np.nanmean(run_time_par_adj, axis=0)\n", "\n", "fig = plt.figure(figsize=(4, 4))\n", "\n", "plt.plot(n_estimator_range, run_time_seq_mean, linewidth=1.5, marker='o', markersize=9, mfc='w');\n", "plt.plot(n_estimator_range[1:], run_time_par_mean[1:], linewidth=1.5, marker='s', markersize=9, mfc='w');\n", "plt.ylabel('Run Time (msec.)', fontsize=12)\n", "plt.xlabel('Number of estimators', fontsize=12)\n", "plt.legend(['Single training job', 'Parallel training jobs'], fontsize=11, loc='upper left');\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH02_F06_Kunapuli.png', format='png', dpi=300, bbox_inches='tight');\n", "# plt.savefig('./figures/CH02_F06_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## 2.3 Random Forest\n", "Using ``scikit-learn``'s [``RandomForestClassifier``](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html).\n", "\n", "**Listing 2.4**: Random Forest with ``scikit-learn``" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rf_ens = RandomForestClassifier(n_estimators=500, max_depth=10, \n", " oob_score=True, n_jobs=-1, random_state=rng)\n", "rf_ens.fit(Xtrn, ytrn)\n", "ypred = rf_ens.predict(Xtst)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x576 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=3, figsize=(12, 8))\n", "trees_to_plot = np.random.choice(500, 5, replace=True)\n", "\n", "title = 'Random Forest (acc = {0:4.2f}%)'.format(accuracy_score(ytst, ypred)*100)\n", "plot_2d_classifier(ax[0, 0], X, y, colormap='Blues', alpha=0.15, s=80,\n", " predict_function=rf_ens.predict, \n", " xlabel='$x_1$', ylabel='$x_2$', title=title)\n", "\n", "for i in range(5):\n", " r, c = np.divmod(i + 1, 3) # Get the row and column index of the subplot\n", " j = trees_to_plot[i]\n", " \n", " tst_acc_clf = accuracy_score(ytst, rf_ens[j].predict(Xtst))\n", " \n", " # bag = bag_ens.estimators_samples_[j] \n", " # X_bag = X[bag, :]\n", " # y_bag = y[bag]\n", " \n", " title = 'Randomized Tree {1} (acc = {0:4.2f}%)'.format(tst_acc_clf*100, j+1)\n", " plot_2d_classifier(ax[r, c], X, y, colormap='Blues', alpha=0.15, s=80,\n", " predict_function=rf_ens[j].predict, \n", " xlabel='$x_1$', ylabel='$x_2$', title=title)\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH02_F08_Kunapuli.png', format='png', dpi=300, bbox_inches='tight');\n", "# plt.savefig('./figures/CH02_F08_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``scikit-learn``'s ``RandomForestClassifier`` can also rank features by their importance. Feature importances can be extracted from the learned ``RandomForestClassifier``'s [``feature_importances_``](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html#sklearn.ensemble.RandomForestClassifier.feature_importances_) attribute. This is computed by adding up how much each feature decreases the overall [Gini impurity](https://en.wikipedia.org/wiki/Decision_tree_learning#Gini_impurity) criterion during training. Features that decrease the impurity more will have higher feature importances." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature x0: 0.50072\n", "Feature x1: 0.49928\n" ] } ], "source": [ "for i, score in enumerate(rf_ens.feature_importances_):\n", " print('Feature x{0}: {1:6.5f}'.format(i, score))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 2 }