{ "cells": [ { "cell_type": "markdown", "id": "focused-harvest", "metadata": {}, "source": [ "# Bootstrapping and machine learning\n", "\n", "We recently improved the interface of `resample` to make it easy to bootstrap training data sets for machine learning (ML) classifiers. So, this example demonstrates how one can bootstrap the ROC curve of a classifier from the training data set, without a separate validation set. In other words, this allows one to use the full data set for training and one obtains a very smooth ROC curve.\n", "\n", "Sounds too good to be true? Maybe it is! The bootstrap only work well with classifiers that build a smooth representation of the decision boundary, like a neural network. It does not work well with classifiers that use sharp decision boundaries which depend on the locations of individual points, like a boosted decision tree, random forest, or a kNN.\n", "\n", "Below we compute a bootstrapped ROC curve for the MLP and RandomForest classifiers from Scikit-Learn, a standard ROC curve from a train-test split, and finally from a separately generated high-statistics data set. The latter serves as an estimate of the \"true\" ROC curve. In case of the Random Forest, the bootstrapped ROC curve is too optimistic, while in case of the MLP it is ok." ] }, { "cell_type": "code", "execution_count": 8, "id": "approximate-nursing", "metadata": {}, "outputs": [], "source": [ "from resample.bootstrap import resample\n", "from sklearn import datasets\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.neural_network import MLPClassifier\n", "from sklearn.metrics import roc_curve\n", "from sklearn.model_selection import train_test_split\n", "from matplotlib import pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 9, "id": "laughing-butter", "metadata": {}, "outputs": [], "source": [ "# original data\n", "X, y = datasets.make_moons(1000, noise=0.3, random_state=1)\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=1)\n", "\n", "# original classifiers\n", "mlp = MLPClassifier(max_iter=1000) # iterations increased to avoid warning\n", "mlp.fit(X_train, y_train)\n", "\n", "rf = RandomForestClassifier(random_state=1)\n", "rf.fit(X_train, y_train);" ] }, { "cell_type": "code", "execution_count": 10, "id": "compatible-patch", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "h = 0.02\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", "\n", "cm = plt.cm.RdBu\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", "for axi, clf in zip(ax, [mlp, rf]):\n", " plt.sca(axi)\n", "\n", " # plot the training points\n", " plt.plot(X_train[:, 0][y_train == 0], X_train[:, 1][y_train == 0], \"o\",\n", " color=cm(0.0), mec=\"w\", label=\"signal\")\n", " plt.plot(X_train[:, 0][y_train == 1], X_train[:, 1][y_train == 1], \"D\",\n", " color=cm(1.0), mec=\"w\", label=\"background\")\n", "\n", " # plot models\n", " Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n", " Z = Z.reshape(xx.shape)\n", " plt.contourf(xx, yy, Z, cmap=cm, alpha=0.5, zorder=0)\n", " plt.xlabel(\"feature 1\")\n", " plt.ylabel(\"feature 2\")\n", " plt.legend(frameon=False);" ] }, { "cell_type": "code", "execution_count": 11, "id": "reported-finland", "metadata": {}, "outputs": [], "source": [ "# generate ROC curve with validation set (standard method)\n", "fpr1 = {}\n", "tpr1 = {}\n", "for clf in (mlp, rf):\n", " fpr1[clf], tpr1[clf], _ = roc_curve(y_test, clf.predict_proba(X_test)[:, 1])" ] }, { "cell_type": "code", "execution_count": 12, "id": "identical-niagara", "metadata": {}, "outputs": [], "source": [ "# generate ROC curve from separately-generated high-statistics data set\n", "fpr2 = {}\n", "tpr2 = {}\n", "X_hs, y_hs = datasets.make_moons(100000, noise=0.3, random_state=1)\n", "for clf in (mlp, rf):\n", " fpr2[clf], tpr2[clf], _ = roc_curve(y_hs, clf.predict_proba(X_hs)[:, 1])" ] }, { "cell_type": "code", "execution_count": 13, "id": "inside-religious", "metadata": {}, "outputs": [], "source": [ "# generate ROC curve from training data with 20 bootstrap samples\n", "fpr3 = {}\n", "tpr3 = {}\n", "w_s = {}\n", "w_b = {}\n", "for clf in (mlp, rf):\n", " s = 0\n", " b = 0\n", " xrange = (0, 1)\n", " bins = 50\n", " for Xi, yi in resample(X_train, y_train, size=20):\n", " clf.fit(Xi, yi)\n", " pi = clf.predict_proba(X)[:, 1]\n", " s += np.histogram(pi[y == 1], range=xrange, bins=bins)[0]\n", " b += np.histogram(pi[y == 0], range=xrange, bins=bins)[0]\n", "\n", " w_s[clf] = s\n", " w_b[clf] = b\n", " tpr3[clf] = 1 - np.cumsum(s) / np.sum(s)\n", " fpr3[clf] = 1 - np.cumsum(b) / np.sum(b)" ] }, { "cell_type": "code", "execution_count": 14, "id": "hawaiian-minutes", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for clf in (mlp, rf):\n", " # plot score distributions for signal and background\n", " fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", " plt.suptitle({mlp: \"MLP\", rf: \"Random Forest\"}[clf])\n", " \n", " xe = np.linspace(*xrange, bins + 1)\n", " plt.sca(ax[0])\n", " plt.stairs(w_s[clf], xe, fill=True, alpha=0.5, label=\"signal\")\n", " plt.stairs(w_b[clf], xe, fill=True, alpha=0.5, label=\"background\")\n", " plt.legend(frameon=False, loc=\"upper center\")\n", " plt.xlabel(\"classifier score\");\n", " \n", " # plot ROC curves\n", " plt.sca(ax[1])\n", " plt.plot(fpr1[clf], tpr1[clf], ls=\"--\", label=\"train-test split\")\n", " plt.plot(fpr2[clf], tpr2[clf], ls=\":\", label=\"high-statistics\")\n", " plt.plot(fpr3[clf], tpr3[clf], drawstyle=\"steps-post\", label=\"bootstrap\")\n", " plt.legend(frameon=False)\n", " plt.xlim(-0.05, 1.05)\n", " plt.ylim(-0.05, 1.05)\n", " plt.xlabel(\"False positive rate\")\n", " plt.ylabel(\"True positive rate\")" ] } ], "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }