{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from sklearn.linear_model import LogisticRegression\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv('./data/multi_logit.csv')\n", "data.columns = ['label', 'x1', 'x2']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/tgbaggio/opt/anaconda3/lib/python3.8/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n", " warnings.warn(\n", "/Users/tgbaggio/opt/anaconda3/lib/python3.8/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n", " warnings.warn(\n" ] }, 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 使用逻辑回归对多元分类问题建模,并可视化结果\n", "features = ['x1', 'x2']\n", "labels = 'label'\n", "plt.rcParams['font.sans-serif'] = ['SimHei']\n", "# 正确显示负号\n", "plt.rcParams['axes.unicode_minus'] = False\n", "plt.rcParams.update({'font.size': 13})\n", "# 创建一个图形框\n", "fig = plt.figure(figsize=(12, 6), dpi=100)\n", "methods = ['multinomial', 'ovr']\n", "# 使用两种不同的方法对数据建模\n", "for i in range(len(methods)):\n", " model = LogisticRegression(multi_class=methods[i], solver='sag',\n", " max_iter=1000, random_state=42)\n", " model.fit(data[features], data[labels])\n", " x1_min, x2_min = np.min(data[features], axis=0) - 0.5\n", " x1_max, x2_max = np.max(data[features], axis=0) + 0.5\n", " # 生成Cartesian积\n", " area = np.dstack(\n", " np.meshgrid(np.arange(x1_min, x1_max, 0.02), np.arange(x2_min, x2_max, 0.02))).reshape(-1, 2)\n", " pic = model.predict(area)\n", " ax = fig.add_subplot(1, 2, i+1)\n", " colors = np.array(['black', 'gray', 'white'])\n", " ax.scatter(area[:, 0], area[:, 1], c=colors[pic], alpha=0.1, s=4, edgecolors=colors[pic])\n", " ax.scatter(data['x1'], data['x2'], c=colors[data[labels]], edgecolors='k')\n", " ax.set_xlim(x1_min, x1_max)\n", " ax.set_ylim(x2_min, x2_max)\n", "plt.savefig('multi_logit.png', dpi=200)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }