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AI-learning/lab/4_logistic-regression.ipynb
2025-01-04 18:14:57 +08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# 导入必要的库\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.datasets import make_classification\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import accuracy_score"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def generate_and_plot_dataset():\n",
" # 生成一个逻辑回归的数据集\n",
" x, y = make_classification(n_samples=100, n_features=2, \n",
" n_informative=2, n_redundant=0, \n",
" n_clusters_per_class=1, random_state=42)\n",
" # 可视化数据集\n",
" plt.scatter(x[:, 0], x[:, 1], c=y, cmap='viridis')\n",
" plt.xlabel('Feature 1')\n",
" plt.ylabel('Feature 2')\n",
" plt.title('Logistic Regression Dataset')\n",
" plt.show()\n",
" return x,y\n",
"x,y = generate_and_plot_dataset()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"模型准确率: 1.00\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"def logistic_regression_analysis(x, y):\n",
" # 创建逻辑回归模型\n",
" model = LogisticRegression()\n",
"\n",
" # 拟合模型\n",
" model.fit(x, y)\n",
"\n",
" # 预测\n",
" y_pred = model.predict(x)\n",
"\n",
" # 计算准确率\n",
" accuracy = accuracy_score(y, y_pred)\n",
" print(f'模型准确率: {accuracy:.2f}')\n",
"\n",
" # 绘制决策边界\n",
" # 创建网格以绘制决策边界\n",
" xx, yy = np.meshgrid(np.arange(x[:, 0].min() - 1, x[:, 0].max() + 1, 0.01),\n",
" np.arange(x[:, 1].min() - 1, x[:, 1].max() + 1, 0.01))\n",
"\n",
" # 预测网格点的类别\n",
" Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
"\n",
" # 绘制决策边界\n",
" plt.contourf(xx, yy, Z, alpha=0.8, cmap='viridis')\n",
" plt.scatter(x[:, 0], x[:, 1], c=y, edgecolors='k', marker='o', cmap='viridis')\n",
" plt.xlabel('Feature 1')\n",
" plt.ylabel('Feature 2')\n",
" plt.title('Logistic Regression Decision Boundary')\n",
" plt.show()\n",
"\n",
"# 调用函数\n",
"logistic_regression_analysis(x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 手动实现\n",
"$$\n",
"f_{\\vec{w},b}(x) = g(z) = \\frac{1}{1 + e^{-(\\vec{w} \\cdot \\vec{x} + b)}}\n",
"$$\n",
"\n",
"$$\n",
"J(\\vec{w},b) = -\\frac{1}{m} \\sum_{i=1}^{m} \\left( y^{(i)}\\ln(f_{\\vec{w},b}(x^{(i)})) + (1-y^{(i)})\\ln(1-f_{\\vec{w},b}(x^{(i)})) \\right)\n",
"$$\n",
"\n",
"$$\n",
"w_j = w_j - \\alpha \\frac{\\partial J(\\vec{w},b)}{\\partial w_j}\n",
"$$\n",
"\n",
"$$\n",
"b = b - \\alpha \\frac{\\partial J(\\vec{w},b)}{\\partial b}\n",
"$$\n",
"\n",
"$$\n",
"\\frac{\\partial J(\\vec{w},b)}{\\partial w_j} = \\frac{1}{m} \\sum_{i=1}^{m} (f_{\\vec{w},b}(x^{(i)}) - y^{(i)})x_j^{(i)}\n",
"$$\n",
"\n",
"$$\n",
"\\frac{\\partial J(\\vec{w},b)}{\\partial b} = \\frac{1}{m} \\sum_{i=1}^{m} (f_{\\vec{w},b}(x^{(i)}) - y^{(i)})\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def compute_cost_vectorized(w, b):\n",
" m = x.shape[0]\n",
" z = np.dot(x, w) + b\n",
" f_wb = sigmoid(z)\n",
" cost = (-1/m) * np.sum(y * np.log(f_wb) + (1 - y) * np.log(1 - f_wb))\n",
" return cost\n",
" \n",
"def sigmoid(z):\n",
" return 1/(1+np.exp(-z))\n",
" \n",
"def gradient_descent(w, b, alpha, num_iterations):\n",
" m = len(x)\n",
" for i in range(num_iterations):\n",
" z = np.dot(w, x.T) + b\n",
" f_wb = sigmoid(z)\n",
" w -= alpha * 1/m * np.dot(x.T, (f_wb-y))\n",
" b -= alpha * 1/m * np.sum(f_wb-y)\n",
" return w, b"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-5.06824725 7.0491495 ] 5.093279915903578\n",
"0.0014207659474689705\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 3840x2880 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if __name__ == \"__main__\":\n",
" w = np.zeros(x.shape[1])\n",
" b = 0\n",
" alpha = 0.04\n",
" num_iterations = 50000\n",
" w, b = gradient_descent(w, b, alpha, num_iterations)\n",
" print(w, b)\n",
" loss = compute_cost_vectorized(w, b)\n",
" print(loss)\n",
" \n",
" plt.figure(dpi=600)\n",
" # 绘制数据点\n",
" plt.scatter(x[:, 0], x[:, 1], c=y, cmap='viridis', edgecolors='k')\n",
"\n",
" # 计算决策边界\n",
" x_min, x_max = x[:, 0].min() - 1, x[:, 0].max() + 1\n",
" y_min, y_max = x[:, 1].min() - 1, x[:, 1].max() + 1\n",
" xx = np.linspace(x_min, x_max, 100)\n",
" # 计算对应的y值: w1*x + w2*y + b = 0 => y = -(w1*x + b)/w2\n",
" if w[1] != 0:\n",
" yy = -(w[0] * xx + b) / w[1]\n",
" plt.plot(xx, yy, color='red', label='Decision Boundary')\n",
" else:\n",
" # 当w2=0时决策边界为垂直线x = -b/w1\n",
" x_boundary = -b / w[0]\n",
" plt.axvline(x=x_boundary, color='red', label='Decision Boundary')\n",
"\n",
" plt.xlabel('Feature 1')\n",
" plt.ylabel('Feature 2')\n",
" plt.title('Logistic Regression Decision Boundary')\n",
" plt.legend()\n",
" plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "pt",
"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": "3.10.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}