{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "_This notebook contains code and comments from Section 4.5 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", "## 4.5\tLogitBoost: Boosting with the Logistic Loss\n", "\n", "We introduce a second boosting algorithm called [LogitBoost](https://en.wikipedia.org/wiki/LogitBoost). The development of LogitBoost was motivated by the desire to bring loss functions from established classification models such as logistic regression into the AdaBoost framework. In this manner, the general boosting framework can be applied to specific classification settings in order to train boosted ensembles with properties similar to those classifiers.\n", "\n", "Under the hood, AdaBoost optimizes the **exponential loss**. LogitBoost, on the other hand, optimizes the **logistic loss**, which logistic regression also uses. The figure below compares the two loss functions." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5, 4))\n", "\n", "x = np.linspace(-2.0, 2.0, num=500)\n", "ax.plot(x, np.exp(-x), linewidth=3, marker=None)\n", "ax.plot(x, np.log(1 + np.exp(-x)) / np.log(2), linewidth=4, linestyle='--', marker=None)\n", "ax.plot(x, (-x >= 0).astype(float), linewidth=3, linestyle=':', c='k', marker=None)\n", "ax.text(-2, 1.1, 'Misclassified')\n", "ax.text(1, 1, 'Correctly\\nclassified')\n", "ax.set_xlabel('Extent of mis/correct classification (margin)', fontsize=12)\n", "ax.set_ylabel('Loss', fontsize=12)\n", "fig.legend(['Exponential loss', 'Logistic loss', 'Exact 0-1 loss'], fontsize=12)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH04_F16_Kunapuli.png', format='png', dpi=300, bbox_inches='tight', pad_inches=0)\n", "# plt.savefig('./figures/CH04_F16_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight', pad_inches=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LogitBoost algorithm performs the following steps within each iteration. The probability $P(y_i=1 | x_i)$ is abbreviated $P_i$:\n", "1. Compute the working response, or how much the prediction probability differs from the true label, \n", "\\\\[ z_i = \\frac{y_i-P_i}{P_i (1-P_i)} \\\\]\n", "\n", "2. Update the example weights, $D_i=P_i (1-P_i)$\n", "3. Train a weak **regression stump** $h_t (x)$ on the weighted examples $(x_i,z_i,D_i)$\n", "4. Update the ensemble, $F_{t+1}(x) = F_t(x) + h_t(x)$\n", "5. Update the example probabilities\n", "\\\\[ P_i = \\frac{1}{1+e^{-F_{t+1}(x) }}. \\\\]\n", "\n", "\n", "**Listing 4.5**: LogitBoost for classification" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.metrics import accuracy_score\n", "from scipy.special import expit\n", "\n", "def fit_logitboosting(X, y, n_estimators=10):\n", " n_samples, n_features = X.shape\n", " D = np.ones((n_samples, )) / n_samples \n", " p = np.full((n_samples, ), 0.5) \n", " estimators = [] \n", "\n", " for t in range(n_estimators):\n", " z = (y - p) / (p * (1 - p))\n", " D = p * (1 - p)\n", "\n", " h = DecisionTreeRegressor(max_depth=1)\n", " h.fit(X, z, sample_weight=D) \n", " estimators.append(h)\n", "\n", "\n", " if t == 0:\n", " margin = np.array([h.predict(X) \n", " for h in estimators]).reshape(-1, )\n", " else:\n", " margin = np.sum(np.array([h.predict(X) \n", " for h in estimators]), axis=0)\n", "\n", " p = expit(margin)\n", "\n", " return estimators" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The predict_boosting function described in Listing 4.2 can be used to make predictions with the LogitBoost ensembles as well. However, LogitBoost requires training labels to be in 0/1 form while AdaBoost requires them to be in -1/1 form. Thus, we modify that function slightly to return 0/1 labels.\n", "\n", "**Listing 4.5**: LogitBoost for prediction" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def predict_logit_boosting(X, estimators):\n", " pred = np.zeros((X.shape[0], ))\n", "\n", " for h in estimators:\n", " pred += h.predict(X)\n", "\n", " y = (np.sign(pred) + 1) / 2\n", "\n", " return y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with AdaBoost, we can visualize how the ensemble trained by LogitBoost evolves over several iterations." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_moons\n", "from sklearn.metrics import accuracy_score\n", "X, y = make_moons(n_samples=200, noise=0.125, random_state=13)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x576 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from plot_utils import plot_2d_data, plot_2d_classifier\n", "\n", "n_samples, n_features = X.shape\n", "n_estimators = 20\n", "p = np.full((n_samples,), 0.5) # Initialize the prediction probabilities\n", "estimators = [] # Initialize an empty ensemble\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=3, figsize=(12, 8))\n", "ax_index = -1\n", "\n", "for t in range(n_estimators):\n", " z = (y - p) / (p * (1 - p))\n", " D = p * (1 - p)\n", "\n", " h = DecisionTreeRegressor(max_depth=1)\n", " h.fit(X, z, sample_weight=D) # Train a weak learner using sample weights\n", " estimators.append(h)\n", "\n", " if t == 0:\n", " margin = np.array([h.predict(X) for h in estimators]).reshape(-1, )\n", " else:\n", " margin = np.sum(np.array([h.predict(X) for h in estimators]), axis=0)\n", " p = expit(margin)\n", "\n", " # -- Plot the ensemble\n", " if t in [0, 1, 4, 9, 14, 19]:\n", " ax_index += 1\n", " r, c = np.divmod(ax_index, 3)\n", "\n", " ypred = predict_logit_boosting(X, estimators)\n", " err = (1 - accuracy_score(y, ypred)) * 100\n", "\n", "\n", " title = 'Iteration {0}: err = {1:4.2f}%'.format(t + 1, err)\n", " plot_2d_classifier(ax[r, c], X, y, \n", " predict_function=predict_logit_boosting, predict_args=estimators,\n", " alpha=0.3, xlabel=None, ylabel=None, s=80,\n", " title=title, colormap='Blues')\n", " ax[r, c].set_xticks([])\n", " ax[r, c].set_yticks([])\n", " \n", " \n", "fig.tight_layout() \n", "# plt.savefig('./figures/CH04_F17_Kunapuli.png', format='png', dpi=300, bbox_inches='tight', pad_inches=0)\n", "# plt.savefig('./figures/CH04_F17_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight', pad_inches=0)" ] }, { "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 }