diff --git "a/docs/\347\254\25411\347\253\240 \346\224\257\346\214\201\345\220\221\351\207\217\346\234\272-\346\234\252\345\256\241\346\240\270/ch11.md" "b/docs/\347\254\25411\347\253\240 \346\224\257\346\214\201\345\220\221\351\207\217\346\234\272-\346\234\252\345\256\241\346\240\270/ch11.md" new file mode 100644 index 0000000..701bbc8 --- /dev/null +++ "b/docs/\347\254\25411\347\253\240 \346\224\257\346\214\201\345\220\221\351\207\217\346\234\272-\346\234\252\345\256\241\346\240\270/ch11.md" @@ -0,0 +1,677 @@ +# 第4章 线性回归 + +## 习题1 +以下关于SVM的说法不正确的是（）。 + A. SVM的目标是寻找一个使最小几何间隔达到最大值的分割超平面。 + B. 分割超平面不会随$(w,b)$的幅值改变而改变，但是函数间隔却会随之改变。 + C. 为训练完成的SVM中添加新的不重复的样本点，模型给出的分隔超平面可能不会改变。 + D. 样本函数间隔的数值越大，分类结果的确信度越大。。 + +**解答** + +  **答案：D** + +   A. 正确。SVM的目标是找到一个最大化间隔的超平面来讲数据分类，就等价于使得几何间隔的最小值尽可能大。 +   B. 正确。分割超平面的位置和方向由$w$的方向和$b$的值确定，这个两个值一定幅度缩放不会影响分割超平面，而函数间隔会随之改变。 +$$函数间隔=y_i(w^Tx_i+b),几何间隔=\frac{函数间隔}{||w||}$$ +   C. 正确。分割超平面是由支持向量决定的。如果添加的新样本点不是支持向量，那么分割超平面不会改变。（可能会有轻微的影响） +   D. 错误。函数间隔数值越大说明样本离分割超平面越远，但是数值大小不意味着确信度会更高，分类结果的确信度一般与几何间隔有关，与函数间隔的数值无关，几何间隔才是再全局数据下样本点到分割超平面的实际距离，几何间隔越大，分类结果的确信度越大。 + +## 习题2 +以下关于核函数的说法不正确的是（）。 + A. 核函数的数值大小反映了两个变量之间的相似度高低。。 + B. SVM只着眼于内积计算，因此训练时可以使用核函数来代替特征映射$\phi$。 + C. SVM在训练过程中不需要进行显式的特征映射，不过在预测时需要计算样本进行特征映射。 + D. 核函数将特征映射和内积并为了一步进行计算，所以大大降低了时间复杂度。 + +**解答** + +  **答案：B** + +   A. 正确。核函数是两个数据在高维特征空间的内积，衡量了数据在特征空间上的相似度，数值大小反映相似度高低。 +   B. 错误。SVM使用核函数代替特征映射$\phi$是因为特征映射的显式计算比较困难，消耗计算空间，使用核函数能使用内积计算降低复杂度。而SVM主要进行内积计算，不能说SVM只着眼于内积计算才选择核函数。 +   C. 正确。SVM使用了核函数不需要显式计算特征映射。预测的适合讲计算的内积重新映射出阿里进行分类。 +   D. 正确。核函数无需显式的计算特征映射，降低了样本点在高维特征空间的计算复杂度。 + +## 习题3 +在逻辑斯谛回归中，我们也用解析方式求出了模型参数，但是其中涉及复杂度很高的矩阵乘法和矩阵求逆。为什么支持向量机的解析结果中不包含这类复杂运算？（提示：逻辑斯谛回归和支持向量机分别考虑了样本到分隔平面的什么间隔？） + +**解答** + +- 逻辑斯谛回归是基于概率进行分类。逻辑斯谛回归的优化目标是最大化似然函数或最小化损失函数，没有很明确需要考虑的间隔，而是要对全部数据进行计算求解析解，或者通过梯度下降来优化损失函数。 +- 支持向量机是寻找分隔超平面进行分类。支持向量机的优化目标是最大化支持向量几何间隔，通过拉格朗日乘子和对偶问题将计算转化为凸优化问题，只涉及支持向量的计算，计算的复杂度会大大降低。并且相较于逻辑斯谛回归，支持向量机不需要逆运算优化目标去求解模型参数。 + +## 习题4 +对于同一个数据集，逻辑斯谛回归和支持向量机给出的分隔平面一样吗？用本章的`linear.csv`数据集验证你的想法。试着给数据集中手动添加一些新的样本点，或者更改已有样本点的分类。两种算法给出的分隔平面有什么变化？ + +**解答** + +  分隔平面略有不同。 +- 添加新的样本点时 + - 若添加的不是支持向量，那么对两种算法都没有太大影响。 + - 若添加的是支持向量，支持向量机将变化较大，逻辑斯谛回归几乎没有变化。 +- 更改样本点分类时 + - 逻辑斯谛回归没有太大变化。 + - 支持向量机将变化较大。 + + +```python +import numpy as np +import matplotlib.pyplot as plt +from matplotlib.colors import ListedColormap +from tqdm import tqdm, trange + +data = np.loadtxt('./linear.csv', delimiter=',') +print('数据集大小：', len(data)) +x = data[:, :2] +y = data[:, 2] +``` + + 数据集大小： 200 + + + +```python +# SVM的SMO算法实现 +def SMO(x, y, ker, C, max_iter): + ''' + SMO算法 + x，y：样本的值和类别 + ker：核函数，与线性回归中核函数的含义相同 + C：惩罚系数 + max_iter：最大迭代次数 + ''' + # 初始化参数 + m = x.shape[0] + alpha = np.zeros(m) + b = 0 + + # 预先计算所有向量的两两内积，减少重复计算 + K = np.zeros((m, m)) + for i in range(m): + for j in range(m): + K[i, j] = ker(x[i], x[j]) + + for l in trange(max_iter): + # 开始迭代 + for i in range(m): + # 有m个参数，每一轮迭代中依次更新 + # 固定参数alpha_i与另一个随机参数alpha_j，并且保证i与j不相等 + j = np.random.choice([l for l in range(m) if l != i]) + + # 用-q/2p更新alpha_i的值 + eta = K[j, j] + K[i, i] - 2 * K[i, j] # 分母 + e_i = np.sum(y * alpha * K[:, i]) + b - y[i] # 分子 + e_j = np.sum(y * alpha * K[:, j]) + b - y[j] + alpha_i = alpha[i] + y[i] * (e_j - e_i) / (eta + 1e-5) # 防止除以0 + zeta = alpha[i] * y[i] + alpha[j] * y[j] + + # 将alpha_i和对应的alpha_j保持在[0,C]区间 + # 0 <= (zeta - y_j * alpha_j) / y_i <= C + if y[i] == y[j]: + lower = max(0, zeta / y[i] - C) + upper = min(C, zeta / y[i]) + else: + lower = max(0, zeta / y[i]) + upper = min(C, zeta / y[i] + C) + alpha_i = np.clip(alpha_i, lower, upper) + alpha_j = (zeta - y[i] * alpha_i) / y[j] + + # 更新b + b_i = b - e_i - y[i] * (alpha_i - alpha[i]) * K[i, i] - y[j] * (alpha_j - alpha[j]) * K[i, j] + b_j = b - e_j - y[j] * (alpha_j - alpha[j]) * K[j, j] - y[i] * (alpha_i - alpha[i]) * K[i, j] + if 0 < alpha_i < C: + b = b_i + elif 0 < alpha_j < C: + b = b_j + else: + b = (b_i + b_j) / 2 + + # 更新参数 + alpha[i], alpha[j] = alpha_i, alpha_j + + return alpha, b +``` + + +```python +# 设置超参数 +C = 1e8 # 由于数据集完全线性可分，我们不引入松弛变量 +max_iter = 1000 +np.random.seed(0) + +alpha, b = SMO(x, y, ker=np.inner, C=C, max_iter=max_iter) +``` + + 100%|██████████| 1000/1000 [00:06<00:00, 166.57it/s] + + + +```python +# 逻辑斯谛回归训练同样的数据集 + +# 划分训练集与测试集 +np.random.seed(0) +ratio = 0.7 +split = int(len(x) * ratio) +idx = np.random.permutation(len(x)) +x_total = x[idx] +y_total = y[idx] +x_train, y_train = x_total[:split], y_total[:split] +x_test, y_test = x_total[split:], y_total[split:] + +from sklearn.linear_model import LogisticRegression + +# 使用线性模型中的逻辑回归模型在数据集上训练 +# 其提供的liblinear优化算法适合在较小数据集上使用 +# 默认使用系数为1.0的L2正则化约束 +# 其他可选参数请参考官方文档 +lr_clf = LogisticRegression(solver='liblinear') +lr_clf.fit(x_train, y_train) +print('回归系数：', lr_clf.coef_[0], lr_clf.intercept_) + +# 在数据集上用计算得到的逻辑回归模型进行预测并计算准确度 +y_pred = lr_clf.predict(x_test) +print('准确率为：',np.mean(y_pred == y_test)) +``` + + 回归系数： [-1.95277304 2.93186174] [-1.93002323] + 准确率为： 1.0 + + + +```python +plt.figure(figsize=(8, 6)) + +# 绘制数据点 +plt.scatter(x[y == -1, 0], x[y == -1, 1], color='red', label='y=-1') +plt.scatter(x[y == 1, 0], x[y == 1, 1], marker='x', color='blue', label='y=1') + +# 绘制逻辑斯蒂回归的分隔平面 +X = np.linspace(np.min(x_total[:, 0]), np.max(x_total[:, 0]), 100) +slope = -lr_clf.coef_[0, 0] / lr_clf.coef_[0, 1] +intercept = -lr_clf.intercept_ / lr_clf.coef_[0, 1] +Y_lr = slope * X + intercept +plt.plot(X, Y_lr, color='black', label='Logistic Regression Decision Boundary') + +# 绘制支持向量机的分隔平面 +sup_idx = alpha > 1e-5 +w = np.sum((alpha[sup_idx] * y[sup_idx]).reshape(-1, 1) * x[sup_idx], axis=0) +b = y[sup_idx][0] - np.dot(w, x[sup_idx][0]) +Y_svm = -(w[0] * X + b) / (w[1] + 1e-5) +plt.plot(X, Y_svm, color='green', label='SVM Decision Boundary') + +# 标记支持向量 +plt.scatter(x[sup_idx, 0], x[sup_idx, 1], marker='o', color='none', + edgecolor='purple', s=150, label='Support Vectors') + +plt.xlabel(r'$x_1$') +plt.ylabel(r'$x_2$') +plt.title('Decision Boundaries Comparison') +plt.legend() +plt.show() +``` + + + +![png](ch11_files/ch11_17_0.png) + + + + +```python +# # 随机选择一些样本点并更改它们的类别 +# np.random.seed(0) +# change_indices = np.random.choice(len(y), size=1, replace=False) +# x_changed = x.copy() +# y_changed = y.copy() +# y_changed[change_indices] *= -1 # 更改选定样本点的类别 + +# 增加一些样本点 +x_extra = np.array([[2, 2], [3, 3]]) # 新增两个样本点 +y_extra = np.array([-1, 1]) # 给新样本点指定类别 + +x_changed = np.concatenate((x, x_extra), axis=0) +y_changed = np.concatenate((y, y_extra)) + + + +# 重新训练逻辑斯蒂回归模型 +lr_clf_changed = LogisticRegression(solver='liblinear') +lr_clf_changed.fit(x_changed, y_changed) +# 打印逻辑斯蒂回归模型的参数 +print("逻辑斯蒂回归模型的参数：") +print("回归系数：", lr_clf_changed.coef_[0], lr_clf_changed.intercept_) + +# 重新训练支持向量机模型 +alpha_changed, b_changed = SMO(x_changed, y_changed, ker=np.inner, C=C, max_iter=max_iter) +# 打印支持向量机模型的参数 +sup_idx_changed = alpha_changed > 1e-5 +print("\n支持向量机模型的参数：") +print("支持向量个数：", np.sum(alpha_changed > 1e-5)) +w_changed = np.sum((alpha_changed[sup_idx_changed] * y_changed[sup_idx_changed]).reshape(-1, 1) * x_changed[sup_idx_changed], axis=0) +b_changed = y_changed[sup_idx_changed][0] - np.dot(w_changed, x_changed[sup_idx_changed][0]) +print("参数：", w_changed, b_changed) + + +# 绘制分隔平面 +plt.figure() + +# 绘制数据点 +plt.scatter(x_changed[y_changed == -1, 0], x_changed[y_changed == -1, 1], color='red', label='y=-1') +plt.scatter(x_changed[y_changed == 1, 0], x_changed[y_changed == 1, 1], marker='x', color='blue', label='y=1') + +# 绘制逻辑斯蒂回归的分隔平面 +X = np.linspace(np.min(x_changed[:, 0]), np.max(x_changed[:, 0]), 100) +slope = -lr_clf_changed.coef_[0, 0] / lr_clf_changed.coef_[0, 1] +intercept = -lr_clf_changed.intercept_ / lr_clf_changed.coef_[0, 1] +Y_lr = slope * X + intercept +plt.plot(X, Y_lr, color='black', linestyle='--', label='Logistic Regression Decision Boundary (Changed)') + +# 绘制支持向量机的分隔平面 +w_changed = np.sum((alpha_changed[sup_idx_changed] * y_changed[sup_idx_changed]).reshape(-1, 1) * x_changed[sup_idx_changed], axis=0) +b_changed = y_changed[sup_idx_changed][0] - np.dot(w_changed, x_changed[sup_idx_changed][0]) +Y_svm_changed = -(w_changed[0] * X + b_changed) / (w_changed[1] + 1e-5) +plt.plot(X, Y_svm_changed, color='green', linestyle='--', label='SVM Decision Boundary (Changed)') + +# 标记支持向量 +plt.scatter(x_changed[sup_idx_changed, 0], x_changed[sup_idx_changed, 1], marker='o', color='none', + edgecolor='purple', s=150, label='Support Vectors (Changed)') + +plt.xlabel(r'$x_1$') +plt.ylabel(r'$x_2$') +plt.title('Decision Boundaries Comparison (Changed)') +plt.legend() +plt.show() +``` + + 逻辑斯蒂回归模型的参数： + 回归系数： [-2.18568975 3.20497694] [-2.1932403] + + + 100%|██████████| 1000/1000 [00:06<00:00, 155.64it/s] + + + + 支持向量机模型的参数： + 支持向量个数： 7 + 参数： [-2.24106971 3.85419258] -4.324328714667029 + + + + +![png](ch11_files/ch11_18_3.png) + + + +## 习题5 +思考RBF核函数对应的$\phi(\cdot)$函数是什么，建议查阅相关文献来寻找答案。进一步思考输出为无穷维的特征映射$\phi(\cdot)$的意义是什么。 + +**解答** + +  一、RBF 核函数对应的$\phi(\cdot)$函数（以高斯核为例）以高斯径向基函数（RBF）核 $K(\mathbf{x}, \mathbf{x}') = \exp\left(-\frac{\|\mathbf{x} - \mathbf{x}'\|^2}{2\sigma^2}\right)$ 为例，其对应的特征映射&\phi(\cdot)& 是无穷维的。通过数学推导（如利用泰勒展开或级数分解），可将高斯核表示为无穷维特征空间中向量的内积：$K(\mathbf{x}, \mathbf{x}') = \sum_{n=0}^{\infty} \frac{(-1)^n}{n! \sigma^{2n}} (\mathbf{x}^\top \mathbf{x}')^n = \phi(\mathbf{x})^\top \phi(\mathbf{x}')$ +其中，$\phi(\cdot)$的每一维对应原始变量的不同阶多项式组合（如$1, \mathbf{x}, \mathbf{x}^2, \mathbf{x}^3, \dots$等经过加权后的形式），最终构成无穷维的特征映射。 +  二、无穷维特征映射$\phi(\cdot)$的意义 +  1.解决非线性可分问题 +    原始数据空间中非线性可分的样本，通过映射到无穷维特征空间后，可能变得线性可分。例如，支持向量机（SVM）利用核技巧，借助无穷维映射将非线性分类问题转化为高维空间的线性分类问题。 +  2.简化计算复杂度 +    直接计算无穷维特征空间的内积$\phi(\mathbf{x})^\top \phi(\mathbf{x}')$不可行，但核函数$K(\mathbf{x}, \mathbf{x}')$能在原始空间高效计算，避免了显式构造$\phi(\cdot)$的复杂操作（即 “核技巧”）。 +  3.增强模型表达能力 +    无穷维特征空间提供了更丰富的特征表示，允许模型捕捉数据中复杂的非线性模式。理论上，无穷维映射比有限维映射更灵活，能拟合更复杂的函数关系，提升模型对数据的刻画能力。 + +## 习题6 +试基于本章代码，标记出双螺旋数据上使用RBF核函数的SVM模型的支持向量，并讨论这些数据点成为支持向量的原因。 + +**解答** + +  在这种螺旋的复杂数据中，这些数据点都是在类别的边界附件，是划分边界的支持向量。 + + +```python +import numpy as np +import matplotlib.pyplot as plt +from matplotlib.colors import ListedColormap +from tqdm import trange + +data = np.loadtxt('./spiral.csv', delimiter=',') +print('数据集大小：', len(data)) +x = data[:, :2] +y = data[:, 2] +``` + + 数据集大小： 194 + + + +```python +# SVM的SMO算法实现 +def SMO(x, y, ker, C, max_iter): + ''' + SMO算法 + x，y：样本的值和类别 + ker：核函数，与线性回归中核函数的含义相同 + C：惩罚系数 + max_iter：最大迭代次数 + ''' + # 初始化参数 + m = x.shape[0] + alpha = np.zeros(m) + b = 0 + + # 预先计算所有向量的两两内积，减少重复计算 + K = np.zeros((m, m)) + for i in range(m): + for j in range(m): + K[i, j] = ker(x[i], x[j]) + + for l in trange(max_iter): + # 开始迭代 + for i in range(m): + # 有m个参数，每一轮迭代中依次更新 + # 固定参数alpha_i与另一个随机参数alpha_j，并且保证i与j不相等 + j = np.random.choice([l for l in range(m) if l != i]) + + # 用-q/2p更新alpha_i的值 + eta = K[j, j] + K[i, i] - 2 * K[i, j] # 分母 + e_i = np.sum(y * alpha * K[:, i]) + b - y[i] # 分子 + e_j = np.sum(y * alpha * K[:, j]) + b - y[j] + alpha_i = alpha[i] + y[i] * (e_j - e_i) / (eta + 1e-5) # 防止除以0 + zeta = alpha[i] * y[i] + alpha[j] * y[j] + + # 将alpha_i和对应的alpha_j保持在[0,C]区间 + # 0 <= (zeta - y_j * alpha_j) / y_i <= C + if y[i] == y[j]: + lower = max(0, zeta / y[i] - C) + upper = min(C, zeta / y[i]) + else: + lower = max(0, zeta / y[i]) + upper = min(C, zeta / y[i] + C) + alpha_i = np.clip(alpha_i, lower, upper) + alpha_j = (zeta - y[i] * alpha_i) / y[j] + + # 更新b + b_i = b - e_i - y[i] * (alpha_i - alpha[i]) * K[i, i] - y[j] * (alpha_j - alpha[j]) * K[i, j] + b_j = b - e_j - y[j] * (alpha_j - alpha[j]) * K[j, j] - y[i] * (alpha_i - alpha[i]) * K[i, j] + if 0 < alpha_i < C: + b = b_i + elif 0 < alpha_j < C: + b = b_j + else: + b = (b_i + b_j) / 2 + + # 更新参数 + alpha[i], alpha[j] = alpha_i, alpha_j + + return alpha, b +``` + + +```python +# 简单多项式核 +def simple_poly_kernel(d): + def k(x, y): + return np.inner(x, y) ** d + return k + +# RBF核 +def rbf_kernel(sigma): + def k(x, y): + return np.exp(-np.inner(x - y, x - y) / (2.0 * sigma ** 2)) + return k + +# 余弦相似度核 +def cos_kernel(x, y): + return np.inner(x, y) / np.linalg.norm(x, 2) / np.linalg.norm(y, 2) + +# sigmoid核 +def sigmoid_kernel(beta, c): + def k(x, y): + return np.tanh(beta * np.inner(x, y) + c) + return k +``` + + +```python +import numpy as np +import matplotlib.pyplot as plt +from matplotlib.colors import ListedColormap +from tqdm import trange + +def SMO(x, y, ker, C, max_iter): + ''' + SMO算法 + x，y：样本的值和类别 + ker：核函数，与线性回归中核函数的含义相同 + C：惩罚系数 + max_iter：最大迭代次数 + ''' + # 初始化参数 + m = x.shape[0] + alpha = np.zeros(m) + b = 0 + + # 预先计算所有向量的两两内积，减少重复计算 + K = np.zeros((m, m)) + for i in range(m): + for j in range(m): + K[i, j] = ker(x[i], x[j]) + + for l in trange(max_iter): + # 开始迭代 + for i in range(m): + # 有m个参数，每一轮迭代中依次更新 + # 固定参数alpha_i与另一个随机参数alpha_j，并且保证i与j不相等 + j = np.random.choice([l for l in range(m) if l != i]) + + # 用-q/2p更新alpha_i的值 + eta = K[j, j] + K[i, i] - 2 * K[i, j] # 分母 + e_i = np.sum(y * alpha * K[:, i]) + b - y[i] # 分子 + e_j = np.sum(y * alpha * K[:, j]) + b - y[j] + alpha_i = alpha[i] + y[i] * (e_j - e_i) / (eta + 1e-5) # 防止除以0 + zeta = alpha[i] * y[i] + alpha[j] * y[j] + + # 将alpha_i和对应的alpha_j保持在[0,C]区间 + # 0 <= (zeta - y_j * alpha_j) / y_i <= C + if y[i] == y[j]: + lower = max(0, zeta / y[i] - C) + upper = min(C, zeta / y[i]) + else: + lower = max(0, zeta / y[i]) + upper = min(C, zeta / y[i] + C) + alpha_i = np.clip(alpha_i, lower, upper) + alpha_j = (zeta - y[i] * alpha_i) / y[j] + + # 更新b + b_i = b - e_i - y[i] * (alpha_i - alpha[i]) * K[i, i] - y[j] * (alpha_j - alpha[j]) * K[i, j] + b_j = b - e_j - y[j] * (alpha_j - alpha[j]) * K[j, j] - y[i] * (alpha_i - alpha[i]) * K[i, j] + if 0 < alpha_i < C: + b = b_i + elif 0 < alpha_j < C: + b = b_j + else: + b = (b_i + b_j) / 2 + + # 更新参数 + alpha[i], alpha[j] = alpha_i, alpha_j + + return alpha, b + +data = np.loadtxt('./spiral.csv', delimiter=',') +x = data[:, :2] +y = data[:, 2] + +# RBF核 +def rbf_kernel(sigma): + def k(x, y): + return np.exp(-np.inner(x - y, x - y) / (2.0 * sigma ** 2)) + return k + +# 绘图准备 +np.random.seed(0) +plt.figure() +cmap = ListedColormap(['coral', 'royalblue']) + +# 开始求解 SVM +alpha, b = SMO(x, y, rbf_kernel(0.1), C=100, max_iter=500) +sup_idx = alpha > 1e-6 # 支持向量的系数不为零 +sup_x = x[sup_idx] # 支持向量 +sup_y = y[sup_idx] + +# 构造网格并用 SVM 预测分类 +G = np.linspace(-1.5, 1.5, 100) +G = np.meshgrid(G, G) +X = np.array([G[0].flatten(), G[1].flatten()]).T # 转换为每行一个向量的形式 + +# 用支持向量计算 w^T*x +def wx(x_new): + s = 0 + for xi, yi, ai in zip(sup_x, sup_y, alpha): + s += yi * ai * rbf_kernel(0.1)(xi, x_new) + return s + +# 构造网格并用 SVM 预测分类 +Y = np.array([wx(xi) + b for xi in X]) +Y[Y < 0] = -1 +Y[Y >= 0] = 1 +Y = Y.reshape(G[0].shape) + +# 数据集可视化 +plt.contourf(G[0], G[1], Y, cmap=cmap, alpha=0.5) + + +# 数据集可视化 +plt.scatter(x[y == -1, 0], x[y == -1, 1], color='red', label='y=-1') +plt.scatter(x[y == 1, 0], x[y == 1, 1], marker='x', color='blue', label='y=1') + +# 标记支持向量 +plt.scatter(sup_x[:, 0], sup_x[:, 1], s=100, edgecolors='k', facecolors='none', label='Support Vectors') + +plt.xlabel(r'$x_1$') +plt.ylabel(r'$x_2$') +plt.legend() +plt.title('BRF(0.1)') +plt.axis('square') +plt.show() +``` + + 100%|██████████| 500/500 [00:02<00:00, 170.49it/s] + + + + +![png](ch11_files/ch11_28_1.png) + + + + +```python +kernels = [ + simple_poly_kernel(3), + rbf_kernel(0.1), + cos_kernel, + sigmoid_kernel(1, -1) +] +ker_names = ['Poly(3)', 'RBF(0.1)', 'Cos', 'Sigmoid(1,-1)'] +C = 1e8 +max_iter = 500 + +# 绘图准备，构造网格 +np.random.seed(0) +plt.figure() +fig, axs = plt.subplots(2, 2, figsize=(10, 10)) +axs = axs.flatten() +cmap = ListedColormap(['coral', 'royalblue']) + +# 开始求解 SVM +for i in range(len(kernels)): + print('核函数：', ker_names[i]) + alpha, b = SMO(x, y, kernels[i], C=C, max_iter=max_iter) + sup_idx = alpha > 1e-6 # 支持向量的系数不为零 + sup_x = x[sup_idx] # 支持向量 + sup_y = y[sup_idx] + sup_alpha = alpha[sup_idx] + + # 用支持向量计算 w^T*x + def wx(x_new): + s = 0 + for xi, yi, ai in zip(sup_x, sup_y, sup_alpha): + s += yi * ai * kernels[i](xi, x_new) + return s + + # 构造网格并用 SVM 预测分类 + G = np.linspace(-1.5, 1.5, 100) + G = np.meshgrid(G, G) + X = np.array([G[0].flatten(), G[1].flatten()]).T # 转换为每行一个向量的形式 + Y = np.array([wx(xi) + b for xi in X]) + Y[Y < 0] = -1 + Y[Y >= 0] = 1 + Y = Y.reshape(G[0].shape) + axs[i].contourf(G[0], G[1], Y, cmap=cmap, alpha=0.5) + + # 绘制原数据集的点 + axs[i].scatter(x[y == -1, 0], x[y == -1, 1], color='red', label='y=-1') + axs[i].scatter(x[y == 1, 0], x[y == 1, 1], marker='x', color='blue', label='y=1') + + # 标记支持向量 + axs[i].scatter(sup_x[:, 0], sup_x[:, 1], s=100, edgecolors='k', facecolors='none', label='Support Vectors') + + axs[i].set_title(ker_names[i]) + axs[i].set_xlabel(r'$x_1$') + axs[i].set_ylabel(r'$x_2$') + axs[i].legend() + +plt.tight_layout() +plt.savefig('output_24_2.png') +plt.savefig('output_24_2.pdf') +plt.show() +``` + + 核函数： Poly(3) + + + 100%|██████████| 500/500 [00:02<00:00, 171.91it/s] + + + 核函数： RBF(0.1) + + + 100%|██████████| 500/500 [00:02<00:00, 170.04it/s] + + + 核函数： Cos + + + 100%|██████████| 500/500 [00:02<00:00, 175.38it/s] + + + 核函数： Sigmoid(1,-1) + + + 100%|██████████| 500/500 [00:02<00:00, 174.86it/s] + + + +
+ + + + +![png](ch11_files/ch11_29_9.png) + + + +## 习题7 +试通过参数量与数据集大小的关系、参数更新方式等视角，分析和体会SVM模型的原问题对应参数化模型，而对偶问题对应非参数化模型。 + +**解答** + +  SVM模型的原问题是一个带约束的凸优化问题，对偶问题是通过拉格朗日乘子法对偶转换的。 +- 参数量与数据集大小 + - 原问题是需要计算每一个数据去优化权重和偏置，就是求解参数化的权重和偏置来找到分隔平面。 + - 对偶问题是计算拉格朗日乘子的值，和优化这个乘子，而不是直接去优化分隔平面的参数。 +- 参数更新 + - 原问题是优化损失函数，需要梯度下降，对参数是进行连续优化更新的。 + - 对偶问题是优化拉格朗日乘子，优化完乘子再根据乘子计算权重和偏置，对参数是离散优化更新的。 +- 对参数决定 + - 原问题是直接决定参数的。 + - 对偶问题是决定拉格朗日乘子间接决定参数的 diff --git "a/docs/\347\254\25411\347\253\240 \346\224\257\346\214\201\345\220\221\351\207\217\346\234\272-\346\234\252\345\256\241\346\240\270/linear.csv" "b/docs/\347\254\25411\347\253\240 \346\224\257\346\214\201\345\220\221\351\207\217\346\234\272-\346\234\252\345\256\241\346\240\270/linear.csv" new file mode 100644 index 0000000..8cad2b7 --- /dev/null +++ "b/docs/\347\254\25411\347\253\240 \346\224\257\346\214\201\345\220\221\351\207\217\346\234\272-\346\234\252\345\256\241\346\240\270/linear.csv" @@ -0,0 +1,200 @@ +-0.5068,-0.4434,-1 +-0.3571,1.4028,1 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\347\272\277\346\200\247\345\233\236\345\275\222-\346\234\252\345\256\241\346\240\270/ch04.md" new file mode 100644 index 0000000..d9010ca --- /dev/null +++ "b/docs/\347\254\2544\347\253\240 \347\272\277\346\200\247\345\233\236\345\275\222-\346\234\252\345\256\241\346\240\270/ch04.md" @@ -0,0 +1,697 @@ +# 第4章 线性回归 + +## 习题1 +以下关于线性回归的表述错误的是（）。 + A. 线性回归中的“线性”，是指模型参数之间不存在非线性耦合项。 + B. 线性回归常用均方误差作为损失函数。 + C. $f(x)=\theta_0+\theta_1/x$可以是一个线性回归得到的模型表达式。 + D. 损失函数用于度量预测值和真实值之间的误差。 + +**解答** + +  **答案：C** + +   A. 正确。线性回归中的 “线性” 指的是因变量与自变量之间是线性关系，更准确地说，是模型的参数是线性的，即模型参数之间不存在非线性耦合项。如$\theta_1x^2$或$\theta_1\theta_2x_2$。 +   B. 正确。MSE是线性回归常用的损失函数。 +   C. 错误。线性意味着参数和变量之间的幂次是1，$\frac{1}{x}$是-1次的非线性关系。 +   D. 正确。损失函数的作用就是衡量模型预测值与真实值之间的差异程度，也就是误差。通过最小化损失函数，可以使模型的预测结果尽可能接近真实值。 + +## 习题2 +以下关于梯度下降的表述错误的是（）。 + A. 使用梯度信息来最小化目标函数时，参数的更新方向是其梯度的负方向。 + B. 梯度下降中设置更大的学习率就可以更快地收敛到全局最优。 + C. 随机梯度下降是一种权衡训练速度和稳定性的方法。 + D. 损失函数的优化目标是最小化模型在训练集上的误差。 + +**解答** + + +  **答案：A** + +   A. 正确。梯度方向是参数值增长最快的方向，梯度下降是负梯度方向更新参数实现下降来最小化目标函数的。 +   B. 错误。较大的学习率在开始可能会加快参数更新，但是过大的学习率导致模型的参数更新大幅度发散而无法收敛，可能在最优值附近徘徊，还有可能会跳过全局最优而陷入到局部最优中，还有可能会放大噪声的影响。 +   C. 不完全对。梯度下降参数过多会难以训练，随机选择参数梯度下降能加快训练速度，但是由于随机梯度下降选择的样本是单个的（或者一小批样本），会导致每次迭代只考虑了部分数据，会陷入到某些局部最小值中。小批量梯度下降是一种权衡训练速度和稳定性的方法。 +   D. 不完全对。损失函数在训练时的优化目标是最小化模型在训练集上的误差，但是要同时结合验证集修正损失函数避免过拟合。 + +## 习题3 +假设在线性回归问题中，数据集有两个样本${x_1=(1,1,1),y_1=0}$和${x_2=(0,1,2),y_2=1}$，尝试用解析方式计算线性回归的参数$\theta$。计算中是否遇到了问题？ + +**解答** + + +  $X^{-1}X$所得的矩阵是奇异矩阵，不可逆，无法直接适用解析方式求解。 + + +```python +import numpy as np + +X = np.array([[1, 1, 1], [0, 1, 2]]) +Y = np.array([[0], [1]]) +X.T @ X +``` + + + + + array([[1, 1, 1], + [1, 2, 3], + [1, 3, 5]]) + + + + +```python +import numpy as np +import matplotlib.pyplot as plt +from sklearn.linear_model import LinearRegression + +x_train = np.array([[1, 1, 1], [0, 1, 2]]) +y_train = np.array([[0],[1]]) + +linreg = LinearRegression() +linreg.fit(x_train, y_train) + +print('回归系数：', linreg.coef_, linreg.intercept_) +y_pred = linreg.predict(x_train) + +rmse_loss = np.sqrt(np.square(y_pred - y_train).mean()) +print('RMSE:', rmse_loss) +``` + + 回归系数： [[-0.5 0. 0.5]] [5.55111512e-17] + RMSE: 2.220446049250313e-16 + + +## 习题4 +针对 1 维线性回归问题，基于数据${(0.1,0.3),(0.2,0.35),(0.3,0.41),(0.4,0.48),(0.5,0.54)}$（其中第1维为唯一特征，第2维为标签$y$），构建线性回归模型$f(x)=\theta_0+\theta_1x$，并完成以下任务： + A. 试作图展示均方误差和参数$theta_0$，$theta_1$的函数关系 + B. 并以不同的参数初始化位置和学习率，画出不同的参数学习轨迹 + C. 尝试增大学习率，观察参数学习出现的发散现象 + +**解答** + + +  首先，这是一个1维线性回归，相当于我们常见的$y=kx+b$的函数。不用涉及到矩阵的运算，我们用下面的代码构建线性回归模型。注意不同的学习率会学习到不同的结果，得进行调参。（0.01的学习率就会学得不好） + + +```python +import numpy as np +import matplotlib.pyplot as plt + +# 数据集 +X = np.array([0.1, 0.2, 0.3, 0.4, 0.5]) +Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54]) + +# 参数 +theta0 = 0.0 +theta1 = 0.0 + +# 线性回归模型 +def linear_regression(x, t0, t1): + return t0 + t1 * x + +# 损失函数MSE +def Loss_function(theta, X, y): + t0, t1 = theta + predictions = linear_regression(X, t0, t1) + return np.sum((predictions - y) ** 2) / (2 * len(X)) + +# 梯度下降函数 +def gradient_descent(X, y, theta, learning_rate, iterations): + m = len(X) + for i in range(iterations): + predictions = linear_regression(X, theta[0], theta[1]) + grad_t0 = np.sum(predictions - y) / m + grad_t1 = np.sum((predictions - y) * X) / m + theta[0] -= learning_rate * grad_t0 + theta[1] -= learning_rate * grad_t1 + return theta + +# 学习率和迭代次数 +learning_rate = 0.15 +iterations = 1000 + +optimized_theta = gradient_descent(X, Y, [theta0, theta1], learning_rate, iterations) + +print(f"theta0: {optimized_theta[0]}") +print(f"theta1: {optimized_theta[1]}") + +# 使用优化后的参数进行预测 +predictions = linear_regression(X, optimized_theta[0], optimized_theta[1]) +print("Predicted values:") +print(predictions) + +# 设置几个测试点 +X_test = np.array([0.6, 0.7, 0.05]) +# 使用线性回归模型预测测试点的值 +predictions_test = optimized_theta[0] + optimized_theta[1] * X_test + + +# 可视化真实数据点和拟合直线以及测试点 +# 可视化真实数据点、拟合直线和测试点 +plt.figure(figsize=(8, 6)) +plt.scatter(X, Y, color='blue', label='Data Points') +plt.scatter(X_test, predictions_test, color='green', label='Test Predictions') +plt.plot(X_test, optimized_theta[0] + optimized_theta[1] * X_test, color='lightgray', label='Test Fitted Line') +plt.plot(X, optimized_theta[0] + optimized_theta[1] * X, color='red', label='Fitted Line') +plt.title('Linear Regression Fit') +plt.xlabel('X-axis') +plt.ylabel('Y-axis') +plt.legend() +plt.show() +``` + + theta0: 0.2426092698407447 + theta1: 0.5785559192142694 + Predicted values: + [0.30046486 0.35832045 0.41617605 0.47403164 0.53188723] + + + + +![png](ch04_files/ch04_15_1.png) + + + + +```python +# 最小二乘法计算进行验证 +import numpy as np + +# 输入数据 +X = np.array([0.1, 0.2, 0.3, 0.4, 0.5]) +y = np.array([0.3, 0.35, 0.41, 0.48, 0.54]) + +# 增加一列全为1的偏置列 +X_b = np.c_[np.ones((X.shape[0], 1)), X.reshape(-1, 1)] + +# 使用最小二乘法求解参数 +theta_best = np.linalg.inv(X_b.T.dot(X_b)).dot(X_b.T).dot(y) + +# 打印参数 +print("参数：", theta_best) + +# 预测新数据 +x_new = 0.6 +X_new_b = np.array([[1, x_new]]) +y_predict = X_new_b.dot(theta_best) +print("预测值：", y_predict[0]) +``` + + 参数： [0.233 0.61 ] + 预测值： 0.5989999999999999 + + +  我们画图看看MSE和参数$\theta0,\theta1$的关系。 +  可以看出随着参数拟合到合理的范围，MSE的值比较小，在不合理的范围时，MSE的值会比较大。 + + +```python +import numpy as np +import matplotlib.pyplot as plt +from mpl_toolkits.mplot3d import Axes3D + +# 数据集 +X = np.array([0.1, 0.2, 0.3, 0.4, 0.5]) +Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54]) + +# 参数范围 +theta0_range = np.linspace(-2, 2, 100) +theta1_range = np.linspace(-2, 2, 100) + +# 计算损失函数的值 +loss_values = np.zeros((len(theta0_range), len(theta1_range))) +for i, theta0 in enumerate(theta0_range): + for j, theta1 in enumerate(theta1_range): + loss_values[i, j] = np.sum((theta0 + theta1 * X - Y) ** 2) / (2 * len(X)) + +# 绘制3D图 +theta0_grid, theta1_grid = np.meshgrid(theta0_range, theta1_range) +fig = plt.figure(figsize=(10, 6)) +ax = fig.add_subplot(111, projection='3d') +ax.plot_surface(theta0_grid, theta1_grid, loss_values.T, cmap='viridis', alpha=0.8) +ax.set_xlabel('Theta0') +ax.set_ylabel('Theta1') +ax.set_zlabel('Loss') +ax.set_title('Loss Function Landscape') +plt.show() +``` + + + +![png](ch04_files/ch04_18_0.png) + + + + +```python +# 绘制填充轮廓图 +plt.figure(figsize=(10, 6)) +contour = plt.contourf(theta0_grid, theta1_grid, loss_values, levels=20, cmap='viridis') +plt.colorbar(contour) +plt.xlabel('Theta0') +plt.ylabel('Theta1') +plt.title('Loss Function Contour') +plt.show() +``` + + + +![png](ch04_files/ch04_19_0.png) + + + +  下面我们画图看看不同起始参数位置和学习率对参数学习轨迹的影响。 +  可以看到不同的初始参数位置、学习率会导致求得的“最优解”在不同的位置，同时迭代次数和速度也会有影响。学习率较大会更快收敛到最优解同时轨迹更加陡峭，学习率较小会收敛到局部最优并且轨迹比较平缓。 + + +```python +import numpy as np +import matplotlib.pyplot as plt + +# 数据集 +X = np.array([0.1, 0.2, 0.3, 0.4, 0.5]) +Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54]) + +# 损失函数MSE +def loss_function(theta, X, y): + predictions = theta[0] + theta[1] * X + return np.sum((predictions - y) ** 2) / (2 * len(X)) + +# 梯度下降函数 +def gradient_descent(X, y, theta, learning_rate, iterations): + m = len(X) + theta_history = [theta] + + for i in range(iterations): + predictions = theta[0] + theta[1] * X + grad_t0 = np.sum(predictions - y) / m + grad_t1 = np.sum((predictions - y) * X) / m + theta[0] -= learning_rate * grad_t0 + theta[1] -= learning_rate * grad_t1 + theta_history.append(theta.copy()) + + return theta_history + +# 不同的参数初始化位置和学习率 +init_positions = [[0, 0], [-1, 0], [0, -1], [-1, -1]] # 初始位置 +learning_rates = [0.01, 0.05, 0.1] # 学习率 + +# 绘制学习轨迹 +plt.figure(figsize=(12, 8)) +plt.scatter(X, Y, color='blue', label='Data Points') + +for init_position in init_positions: + for learning_rate in learning_rates: + theta_history = gradient_descent(X, Y, init_position, learning_rate, iterations=1000) + theta0_history = [theta[0] for theta in theta_history] + theta1_history = [theta[1] for theta in theta_history] + plt.plot(theta0_history, theta1_history, marker='o', label=f'LR={learning_rate}, Init={init_position}') + +plt.title('Parameter Learning Trajectories') +plt.xlabel('Theta0') +plt.ylabel('Theta1') +plt.legend() +plt.grid(True) +plt.show() +``` + + + +![png](ch04_files/ch04_21_0.png) + + + + +```python +import numpy as np +import matplotlib.pyplot as plt + +# 数据集 +X = np.array([0.1, 0.2, 0.3, 0.4, 0.5]) +Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54]) + +# 损失函数MSE +def loss_function(theta, X, y): + predictions = theta[0] + theta[1] * X + return np.sum((predictions - y) ** 2) / (2 * len(X)) + +# 梯度下降函数 +def gradient_descent(X, y, theta, learning_rate, iterations): + m = len(X) + theta_history = [theta] + + for i in range(iterations): + predictions = theta[0] + theta[1] * X + grad_t0 = np.sum(predictions - y) / m + grad_t1 = np.sum((predictions - y) * X) / m + theta[0] -= learning_rate * grad_t0 + theta[1] -= learning_rate * grad_t1 + theta_history.append(theta.copy()) + + return theta_history + +# 不同的参数初始化位置和学习率 +init_positions = [[0, 0], [-1, 0], [0, -1], [-1, -1]] # 初始位置 +learning_rates = [0.01, 0.05, 0.1] # 学习率 + +# 绘制学习轨迹 +plt.figure(figsize=(12, 8)) + +for j, learning_rate in enumerate(learning_rates): + plt.subplot(1, 3, j+1) + plt.scatter(X, Y, color='blue', label='Data Points') + + for i, init_position in enumerate(init_positions): + theta_history = gradient_descent(X, Y, init_position, learning_rate, iterations=1000) + theta0_history = [theta[0] for theta in theta_history] + theta1_history = [theta[1] for theta in theta_history] + plt.plot(theta0_history, theta1_history, marker='o', label=f'Init={init_position}') + + # 标记每个起始位置的最终确定参数点 + final_theta = theta_history[-1] + plt.scatter(final_theta[0], final_theta[1], color='red', marker='x', s=1000) + + plt.title(f'Learning Rate={learning_rate}') + plt.xlabel('Theta0') + plt.ylabel('Theta1') + plt.legend() + plt.grid(True) + +plt.tight_layout() +plt.show() +``` + + + +![png](ch04_files/ch04_22_0.png) + + + +  下面我们看看不同学习率对参数学习发散的影响。 +  我们可以看到学习率越大参数会越快更新，前面几轮更新的幅度也比较大，是比较发散的，同时会导致参数学习到一个比较大或者比较小（更新步长太大，越过最优值的区域，导致参数越来越小或越来越大）。 + + +```python +import numpy as np +import matplotlib.pyplot as plt + +# 数据集 +X = np.array([0.1, 0.2, 0.3, 0.4, 0.5]) +Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54]) + +# 梯度下降函数 +def gradient_descent(X, y, theta, learning_rate, iterations): + m = len(X) + theta_history = [theta] + + for i in range(iterations): + predictions = theta[0] + theta[1] * X + grad_t0 = np.sum(predictions - y) / m + grad_t1 = np.sum((predictions - y) * X) / m + theta[0] -= learning_rate * grad_t0 + theta[1] -= learning_rate * grad_t1 + theta_history.append(theta.copy()) + + return theta_history + +# 不同的学习率 +learning_rates = [0.01, 0.05, 0.1, 0.2, 0.5] + +# 绘制学习轨迹 +plt.figure(figsize=(12, 8)) +plt.scatter(X, Y, color='blue', label='Data Points') + +for learning_rate in learning_rates: + theta_history = gradient_descent(X, Y, [0, 0], learning_rate, iterations=1000) + theta0_history = [theta[0] for theta in theta_history] + theta1_history = [theta[1] for theta in theta_history] + plt.plot(theta0_history, theta1_history, marker='o', label=f'LR={learning_rate}') + +plt.title('Parameter Learning Trajectories with Different Learning Rates') +plt.xlabel('Theta0') +plt.ylabel('Theta1') +plt.legend() +plt.grid(True) +plt.show() +``` + + + +![png](ch04_files/ch04_24_0.png) + + + + +```python +import numpy as np +import matplotlib.pyplot as plt + +# 数据集 +X = np.array([0.1, 0.2, 0.3, 0.4, 0.5]) +Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54]) + +# 梯度下降函数 +def gradient_descent(X, y, theta, learning_rate, iterations): + m = len(X) + theta0_history = [theta[0]] + theta1_history = [theta[1]] + + for i in range(iterations): + predictions = theta[0] + theta[1] * X + grad_t0 = np.sum(predictions - y) / m + grad_t1 = np.sum((predictions - y) * X) / m + theta[0] -= learning_rate * grad_t0 + theta[1] -= learning_rate * grad_t1 + theta0_history.append(theta[0]) + theta1_history.append(theta[1]) + + return theta0_history, theta1_history + +# 不同的学习率 +learning_rates = [0.01, 0.05, 0.1, 0.2, 0.5] + +# 绘制学习轨迹 +plt.figure(figsize=(12, 8)) + +# 绘制theta0的学习轨迹 +plt.subplot(2, 1, 1) +plt.title('Theta0 Learning Trajectories with Different Learning Rates') +plt.xlabel('Iterations') +plt.ylabel('Theta0') +for learning_rate in learning_rates: + theta0_history, _ = gradient_descent(X, Y, [0, 0], learning_rate, iterations=1000) + plt.plot(range(len(theta0_history)), theta0_history, marker='o', label=f'LR={learning_rate}') +plt.legend() + +# 绘制theta1的学习轨迹 +plt.subplot(2, 1, 2) +plt.title('Theta1 Learning Trajectories with Different Learning Rates') +plt.xlabel('Iterations') +plt.ylabel('Theta1') +for learning_rate in learning_rates: + _, theta1_history = gradient_descent(X, Y, [0, 0], learning_rate, iterations=1000) + plt.plot(range(len(theta1_history)), theta1_history, marker='o', label=f'LR={learning_rate}') +plt.legend() + +plt.tight_layout() +plt.show() +``` + + + +![png](ch04_files/ch04_25_0.png) + + + +## 习题5 +调整 SGD 算法中`batch_size`的大小，观察结果的变化。对较大规模的数据集，`batch_size`过小和过大分别有什么缺点？ + +**解答** + + +  我们可以看到： +  较小的：更新波动比较大，训练比较不稳定，要比较多的迭代次数才能收敛。 +  较大的：下降更加平滑，更加稳定，更快收敛。 +   1.过小的batch_size： +    优点： 训练速度快，内存消耗少。由于每次迭代仅使用少量样本进行参数更新，因此可以更快地进行训练，尤其是在较大的数据集上。 +    缺点： 参数更新的方差大，模型收敛性能可能较差。因为每次只使用少量样本进行参数更新，导致参数的更新方向不够稳定，容易受到噪声的影响，可能导致模型收敛到局部最优解，而无法达到全局最优解。 +   2.过大的batch_size： +    优点： 参数更新的方差较小，模型收敛性能可能较好。由于每次迭代使用大量样本进行参数更新，可以减少参数更新的方差，使参数更新更加稳定，有利于模型收敛到全局最优解。 +    缺点： 训练速度较慢，内存消耗较大。由于每次迭代需要处理大量样本，因此训练速度会相对较慢，并且会消耗更多的内存资源，尤其是在内存有限的情况下可能会导致内存溢出。 + + +```python +import numpy as np +import matplotlib.pyplot as plt + +# 模拟数据 +X = np.random.rand(1000, 1) # 1000个样本，每个样本一个特征 +true_theta0 = 2.0 +true_theta1 = 3.0 +noise = np.random.normal(0, 1, 1000) # 添加噪声 +y = X * true_theta0 + X**2 * true_theta1 + noise # 生成目标变量 + +# SGD算法 +def sgd(X, y, learning_rate, batch_size, iterations): + m = X.shape[0] + theta0 = 0.0 + theta1 = 0.0 + for _ in range(iterations): + indices = np.random.choice(m, batch_size, replace=True) + X_batch = X[indices] + y_batch = y[indices] + predictions = theta0 + theta1 * X_batch + grad_t0 = (predictions - y_batch).mean() + grad_t1 = (predictions - y_batch) * X_batch.mean() + theta0 -= learning_rate * grad_t0 / batch_size + theta1 -= learning_rate * grad_t1 / batch_size + rmse = np.sqrt((predictions - y_batch).var()) + yield rmse + +# 不同batch_size下的RMSE +batch_sizes = [4, 8, 16, 32, 64, 128] +learning_rate = 0.05 +iterations = 500 + +# 收集数据 +window_size = 50 # 移动平均的窗口大小 +rmse_data = {batch_size: [] for batch_size in batch_sizes} +for batch_size in batch_sizes: + rmse_values = list(sgd(X, y, learning_rate, batch_size, iterations)) + rmse_data[batch_size] = [np.mean(rmse_values[i:i+window_size]) for i in range(0, iterations, window_size)] + +# 绘制图表 +plt.figure(figsize=(12, 8)) +for batch_size in batch_sizes: + plt.plot(range(0, iterations, window_size), rmse_data[batch_size], label=f'Batch Size={batch_size}') + +plt.title('RMSE vs. Iterations for Different Batch Sizes') +plt.xlabel('Iterations') +plt.ylabel('RMSE') +plt.legend() +plt.show() +``` + + + +![png](ch04_files/ch04_29_0.png) + + + +## 习题6 +4.3 节 SGD 算法的代码中，我们采用了固定迭代次数的方式，但是这样无法保证程序执行完毕时迭代已经收敛，也有可能迭代早已收敛而程序还在运行。另一种方案是，如果损失函数值$M$连续次迭代都没有减小，或者减小的量小于某个预设精度$\epsilon$（例如$10^{-6}$），就终止迭代。请实现该控制方案，并思考它和固定迭代次数之间的利弊。能不能将这两种方案同时使用呢？ + +**解答** + + + +```python +import numpy as np +import matplotlib.pyplot as plt +from matplotlib.ticker import MaxNLocator +from sklearn.preprocessing import StandardScaler + +# 从源文件加载数据，并输出查看数据的各项特征 +lines = np.loadtxt('./USA_Housing.csv', delimiter=',', dtype='str') +header = lines[0] +lines = lines[1:].astype(float) +print('数据特征：', ', '.join(header[:-1])) +print('数据标签：', header[-1]) +print('数据总条数：', len(lines)) + +# 划分训练集与测试集 +ratio = 0.8 +split = int(len(lines) * ratio) +np.random.seed(0) +lines = np.random.permutation(lines) +train, test = lines[:split], lines[split:] + +# 数据归一化 +scaler = StandardScaler() +scaler.fit(train) # 只使用训练集的数据计算均值和方差 +train = scaler.transform(train) +test = scaler.transform(test) + +# 划分输入和标签 +x_train, y_train = train[:, :-1], train[:, -1].flatten() +x_test, y_test = test[:, :-1], test[:, -1].flatten() +``` + + 数据特征： Avg. Area Income, Avg. Area House Age, Avg. Area Number of Rooms, Avg. Area Number of Bedrooms, Area Population + 数据标签： Price + 数据总条数： 5000 + + + +```python +# 在X矩阵最后添加一列1，代表常数项 +X = np.concatenate([x_train, np.ones((len(x_train), 1))], axis=-1) +# @ 表示矩阵相乘，X.T表示矩阵X的转置，np.linalg.inv函数可以计算矩阵的逆 +theta = np.linalg.inv(X.T @ X) @ X.T @ y_train +print('回归系数：', theta) + +# 在测试集上使用回归系数进行预测 +X_test = np.concatenate([x_test, np.ones((len(x_test), 1))], axis=-1) +y_pred = X_test @ theta + +# 计算预测值和真实值之间的RMSE +rmse_loss = np.sqrt(np.square(y_test - y_pred).mean()) +print('RMSE：', rmse_loss) +``` + + 回归系数： [ 6.50881254e-01 4.67222833e-01 3.38466198e-01 6.17275856e-03 + 4.26857089e-01 -1.46033359e-14] + RMSE： 0.28791834247503534 + + +  原代码使用了解析解，直接求解回归系数，没有显式的迭代过程，所以是固定迭代的。我们要想要改为动态的迭代，可以使用梯度下降。 + + +```python +# SGD算法 +def sgd(X, y, learning_rate, batch_size, epsilon, max_iterations): + m = X.shape[0] + theta = np.random.randn(X.shape[1]) # 随机初始化参数 + prev_loss = float('inf') # 初始化上一次迭代的损失值为无穷大 + no_improvement_count = 0 # 记录连续迭代次数，如果连续次数达到一定阈值，则终止迭代 + for iteration in range(max_iterations): + indices = np.random.choice(m, batch_size, replace=True) + X_batch = X[indices] + y_batch = y[indices] + predictions = X_batch @ theta + gradients = (X_batch.T @ (predictions - y_batch)) / batch_size + theta -= learning_rate * gradients + loss = np.mean((X @ theta - y) ** 2) # 计算整个训练集上的损失 + if abs(prev_loss - loss) < epsilon: # 如果损失值变化小于epsilon，则停止迭代 + no_improvement_count += 1 + if no_improvement_count >= 5: # 连续5次损失值变化小于epsilon，终止迭代 + break + else: + no_improvement_count = 0 + prev_loss = loss + return theta + +# 超参数设置 +learning_rate = 0.01 +batch_size = 32 +epsilon = 1e-6 +max_iterations = 1000 + +# 运行SGD算法 +theta = sgd(X, y_train, learning_rate, batch_size, epsilon, max_iterations) +print('回归系数：', theta) + +# 在测试集上使用回归系数进行预测 +X_test = np.concatenate([x_test, np.ones((len(x_test), 1))], axis=-1) +y_pred = X_test @ theta + +# 计算预测值和真实值之间的RMSE +rmse_loss = np.sqrt(np.mean((y_test - y_pred) ** 2)) +print('RMSE：', rmse_loss) +``` + + 回归系数： [ 6.52800071e-01 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SVM的目标是寻找一个使最小几何间隔达到最大值的分割超平面。 \n", + " B. 分割超平面不会随$(w,b)$的幅值改变而改变，但是函数间隔却会随之改变。 \n", + " C. 为训练完成的SVM中添加新的不重复的样本点，模型给出的分隔超平面可能不会改变。 \n", + " D. 样本函数间隔的数值越大，分类结果的确信度越大。。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  **答案：D** \n", + "\n", + "   A. 正确。SVM的目标是找到一个最大化间隔的超平面来讲数据分类，就等价于使得几何间隔的最小值尽可能大。 \n", + "   B. 正确。分割超平面的位置和方向由$w$的方向和$b$的值确定，这个两个值一定幅度缩放不会影响分割超平面，而函数间隔会随之改变。 \n", + "$$函数间隔=y_i(w^Tx_i+b),几何间隔=\\frac{函数间隔}{||w||}$$ \n", + "   C. 正确。分割超平面是由支持向量决定的。如果添加的新样本点不是支持向量，那么分割超平面不会改变。（可能会有轻微的影响） \n", + "   D. 错误。函数间隔数值越大说明样本离分割超平面越远，但是数值大小不意味着确信度会更高，分类结果的确信度一般与几何间隔有关，与函数间隔的数值无关，几何间隔才是再全局数据下样本点到分割超平面的实际距离，几何间隔越大，分类结果的确信度越大。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题2\n", + "以下关于核函数的说法不正确的是（）。 \n", + " A. 核函数的数值大小反映了两个变量之间的相似度高低。。 \n", + " B. SVM只着眼于内积计算，因此训练时可以使用核函数来代替特征映射$\\phi$。 \n", + " C. SVM在训练过程中不需要进行显式的特征映射，不过在预测时需要计算样本进行特征映射。 \n", + " D. 核函数将特征映射和内积并为了一步进行计算，所以大大降低了时间复杂度。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  **答案：B** \n", + "\n", + "   A. 正确。核函数是两个数据在高维特征空间的内积，衡量了数据在特征空间上的相似度，数值大小反映相似度高低。 \n", + "   B. 错误。SVM使用核函数代替特征映射$\\phi$是因为特征映射的显式计算比较困难，消耗计算空间，使用核函数能使用内积计算降低复杂度。而SVM主要进行内积计算，不能说SVM只着眼于内积计算才选择核函数。 \n", + "   C. 正确。SVM使用了核函数不需要显式计算特征映射。预测的适合讲计算的内积重新映射出阿里进行分类。 \n", + "   D. 正确。核函数无需显式的计算特征映射，降低了样本点在高维特征空间的计算复杂度。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题3\n", + "在逻辑斯谛回归中，我们也用解析方式求出了模型参数，但是其中涉及复杂度很高的矩阵乘法和矩阵求逆。为什么支持向量机的解析结果中不包含这类复杂运算？（提示：逻辑斯谛回归和支持向量机分别考虑了样本到分隔平面的什么间隔？） " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- 逻辑斯谛回归是基于概率进行分类。逻辑斯谛回归的优化目标是最大化似然函数或最小化损失函数，没有很明确需要考虑的间隔，而是要对全部数据进行计算求解析解，或者通过梯度下降来优化损失函数。 \n", + "- 支持向量机是寻找分隔超平面进行分类。支持向量机的优化目标是最大化支持向量几何间隔，通过拉格朗日乘子和对偶问题将计算转化为凸优化问题，只涉及支持向量的计算，计算的复杂度会大大降低。并且相较于逻辑斯谛回归，支持向量机不需要逆运算优化目标去求解模型参数。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题4 \n", + "对于同一个数据集，逻辑斯谛回归和支持向量机给出的分隔平面一样吗？用本章的`linear.csv`数据集验证你的想法。试着给数据集中手动添加一些新的样本点，或者更改已有样本点的分类。两种算法给出的分隔平面有什么变化？" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  分隔平面略有不同。\n", + "- 添加新的样本点时 \n", + " - 若添加的不是支持向量，那么对两种算法都没有太大影响。 \n", + " - 若添加的是支持向量，支持向量机将变化较大，逻辑斯谛回归几乎没有变化。 \n", + "- 更改样本点分类时\n", + " - 逻辑斯谛回归没有太大变化。 \n", + " - 支持向量机将变化较大。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "数据集大小： 200\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import ListedColormap\n", + "from tqdm import tqdm, trange\n", + "\n", + "data = np.loadtxt('./linear.csv', delimiter=',')\n", + "print('数据集大小：', len(data))\n", + "x = data[:, :2]\n", + "y = data[:, 2]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# SVM的SMO算法实现\n", + "def SMO(x, y, ker, C, max_iter):\n", + " '''\n", + " SMO算法\n", + " x，y：样本的值和类别\n", + " ker：核函数，与线性回归中核函数的含义相同\n", + " C：惩罚系数\n", + " max_iter：最大迭代次数\n", + " '''\n", + " # 初始化参数\n", + " m = x.shape[0]\n", + " alpha = np.zeros(m)\n", + " b = 0\n", + " \n", + " # 预先计算所有向量的两两内积，减少重复计算\n", + " K = np.zeros((m, m))\n", + " for i in range(m):\n", + " for j in range(m):\n", + " K[i, j] = ker(x[i], x[j])\n", + " \n", + " for l in trange(max_iter):\n", + " # 开始迭代\n", + " for i in range(m):\n", + " # 有m个参数，每一轮迭代中依次更新\n", + " # 固定参数alpha_i与另一个随机参数alpha_j，并且保证i与j不相等\n", + " j = np.random.choice([l for l in range(m) if l != i])\n", + " \n", + " # 用-q/2p更新alpha_i的值\n", + " eta = K[j, j] + K[i, i] - 2 * K[i, j] # 分母\n", + " e_i = np.sum(y * alpha * K[:, i]) + b - y[i] # 分子\n", + " e_j = np.sum(y * alpha * K[:, j]) + b - y[j]\n", + " alpha_i = alpha[i] + y[i] * (e_j - e_i) / (eta + 1e-5) # 防止除以0\n", + " zeta = alpha[i] * y[i] + alpha[j] * y[j]\n", + "\n", + " # 将alpha_i和对应的alpha_j保持在[0,C]区间\n", + " # 0 <= (zeta - y_j * alpha_j) / y_i <= C\n", + " if y[i] == y[j]:\n", + " lower = max(0, zeta / y[i] - C)\n", + " upper = min(C, zeta / y[i])\n", + " else:\n", + " lower = max(0, zeta / y[i])\n", + " upper = min(C, zeta / y[i] + C)\n", + " alpha_i = np.clip(alpha_i, lower, upper)\n", + " alpha_j = (zeta - y[i] * alpha_i) / y[j]\n", + " \n", + " # 更新b\n", + " b_i = b - e_i - y[i] * (alpha_i - alpha[i]) * K[i, i] - y[j] * (alpha_j - alpha[j]) * K[i, j]\n", + " b_j = b - e_j - y[j] * (alpha_j - alpha[j]) * K[j, j] - y[i] * (alpha_i - alpha[i]) * K[i, j]\n", + " if 0 < alpha_i < C:\n", + " b = b_i\n", + " elif 0 < alpha_j < C:\n", + " b = b_j\n", + " else:\n", + " b = (b_i + b_j) / 2\n", + " \n", + " # 更新参数\n", + " alpha[i], alpha[j] = alpha_i, alpha_j\n", + "\n", + " return alpha, b" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [00:06<00:00, 166.57it/s]\n" + ] + } + ], + "source": [ + "# 设置超参数\n", + "C = 1e8 # 由于数据集完全线性可分，我们不引入松弛变量\n", + "max_iter = 1000\n", + "np.random.seed(0)\n", + "\n", + "alpha, b = SMO(x, y, ker=np.inner, C=C, max_iter=max_iter)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "回归系数： [-1.95277304 2.93186174] [-1.93002323]\n", + "准确率为： 1.0\n" + ] + } + ], + "source": [ + "# 逻辑斯谛回归训练同样的数据集\n", + "\n", + "# 划分训练集与测试集\n", + "np.random.seed(0)\n", + "ratio = 0.7\n", + "split = int(len(x) * ratio)\n", + "idx = np.random.permutation(len(x))\n", + "x_total = x[idx]\n", + "y_total = y[idx]\n", + "x_train, y_train = x_total[:split], y_total[:split]\n", + "x_test, y_test = x_total[split:], y_total[split:]\n", + "\n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "# 使用线性模型中的逻辑回归模型在数据集上训练\n", + "# 其提供的liblinear优化算法适合在较小数据集上使用\n", + "# 默认使用系数为1.0的L2正则化约束\n", + "# 其他可选参数请参考官方文档\n", + "lr_clf = LogisticRegression(solver='liblinear')\n", + "lr_clf.fit(x_train, y_train)\n", + "print('回归系数：', lr_clf.coef_[0], lr_clf.intercept_)\n", + "\n", + "# 在数据集上用计算得到的逻辑回归模型进行预测并计算准确度\n", + "y_pred = lr_clf.predict(x_test)\n", + "print('准确率为：',np.mean(y_pred == y_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "\n", + "# 绘制数据点\n", + "plt.scatter(x[y == -1, 0], x[y == -1, 1], color='red', label='y=-1')\n", + "plt.scatter(x[y == 1, 0], x[y == 1, 1], marker='x', color='blue', label='y=1')\n", + "\n", + "# 绘制逻辑斯蒂回归的分隔平面\n", + "X = np.linspace(np.min(x_total[:, 0]), np.max(x_total[:, 0]), 100)\n", + "slope = -lr_clf.coef_[0, 0] / lr_clf.coef_[0, 1]\n", + "intercept = -lr_clf.intercept_ / lr_clf.coef_[0, 1]\n", + "Y_lr = slope * X + intercept\n", + "plt.plot(X, Y_lr, color='black', label='Logistic Regression Decision Boundary')\n", + "\n", + "# 绘制支持向量机的分隔平面\n", + "sup_idx = alpha > 1e-5\n", + "w = np.sum((alpha[sup_idx] * y[sup_idx]).reshape(-1, 1) * x[sup_idx], axis=0)\n", + "b = y[sup_idx][0] - np.dot(w, x[sup_idx][0])\n", + "Y_svm = -(w[0] * X + b) / (w[1] + 1e-5)\n", + "plt.plot(X, Y_svm, color='green', label='SVM Decision Boundary')\n", + "\n", + "# 标记支持向量\n", + "plt.scatter(x[sup_idx, 0], x[sup_idx, 1], marker='o', color='none', \n", + " edgecolor='purple', s=150, label='Support Vectors')\n", + "\n", + "plt.xlabel(r'$x_1$')\n", + "plt.ylabel(r'$x_2$')\n", + "plt.title('Decision Boundaries Comparison')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "逻辑斯蒂回归模型的参数：\n", + "回归系数： [-2.18568975 3.20497694] [-2.1932403]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [00:06<00:00, 155.64it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "支持向量机模型的参数：\n", + "支持向量个数： 7\n", + "参数： [-2.24106971 3.85419258] -4.324328714667029\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# # 随机选择一些样本点并更改它们的类别\n", + "# np.random.seed(0)\n", + "# change_indices = np.random.choice(len(y), size=1, replace=False)\n", + "# x_changed = x.copy()\n", + "# y_changed = y.copy()\n", + "# y_changed[change_indices] *= -1 # 更改选定样本点的类别\n", + "\n", + "# 增加一些样本点\n", + "x_extra = np.array([[2, 2], [3, 3]]) # 新增两个样本点\n", + "y_extra = np.array([-1, 1]) # 给新样本点指定类别\n", + "\n", + "x_changed = np.concatenate((x, x_extra), axis=0)\n", + "y_changed = np.concatenate((y, y_extra))\n", + "\n", + "\n", + "\n", + "# 重新训练逻辑斯蒂回归模型\n", + "lr_clf_changed = LogisticRegression(solver='liblinear')\n", + "lr_clf_changed.fit(x_changed, y_changed)\n", + "# 打印逻辑斯蒂回归模型的参数\n", + "print(\"逻辑斯蒂回归模型的参数：\")\n", + "print(\"回归系数：\", lr_clf_changed.coef_[0], lr_clf_changed.intercept_)\n", + "\n", + "# 重新训练支持向量机模型\n", + "alpha_changed, b_changed = SMO(x_changed, y_changed, ker=np.inner, C=C, max_iter=max_iter)\n", + "# 打印支持向量机模型的参数\n", + "sup_idx_changed = alpha_changed > 1e-5\n", + "print(\"\\n支持向量机模型的参数：\")\n", + "print(\"支持向量个数：\", np.sum(alpha_changed > 1e-5))\n", + "w_changed = np.sum((alpha_changed[sup_idx_changed] * y_changed[sup_idx_changed]).reshape(-1, 1) * x_changed[sup_idx_changed], axis=0)\n", + "b_changed = y_changed[sup_idx_changed][0] - np.dot(w_changed, x_changed[sup_idx_changed][0])\n", + "print(\"参数：\", w_changed, b_changed)\n", + "\n", + "\n", + "# 绘制分隔平面\n", + "plt.figure()\n", + "\n", + "# 绘制数据点\n", + "plt.scatter(x_changed[y_changed == -1, 0], x_changed[y_changed == -1, 1], color='red', label='y=-1')\n", + "plt.scatter(x_changed[y_changed == 1, 0], x_changed[y_changed == 1, 1], marker='x', color='blue', label='y=1')\n", + "\n", + "# 绘制逻辑斯蒂回归的分隔平面\n", + "X = np.linspace(np.min(x_changed[:, 0]), np.max(x_changed[:, 0]), 100)\n", + "slope = -lr_clf_changed.coef_[0, 0] / lr_clf_changed.coef_[0, 1]\n", + "intercept = -lr_clf_changed.intercept_ / lr_clf_changed.coef_[0, 1]\n", + "Y_lr = slope * X + intercept\n", + "plt.plot(X, Y_lr, color='black', linestyle='--', label='Logistic Regression Decision Boundary (Changed)')\n", + "\n", + "# 绘制支持向量机的分隔平面\n", + "w_changed = np.sum((alpha_changed[sup_idx_changed] * y_changed[sup_idx_changed]).reshape(-1, 1) * x_changed[sup_idx_changed], axis=0)\n", + "b_changed = y_changed[sup_idx_changed][0] - np.dot(w_changed, x_changed[sup_idx_changed][0])\n", + "Y_svm_changed = -(w_changed[0] * X + b_changed) / (w_changed[1] + 1e-5)\n", + "plt.plot(X, Y_svm_changed, color='green', linestyle='--', label='SVM Decision Boundary (Changed)')\n", + "\n", + "# 标记支持向量\n", + "plt.scatter(x_changed[sup_idx_changed, 0], x_changed[sup_idx_changed, 1], marker='o', color='none', \n", + " edgecolor='purple', s=150, label='Support Vectors (Changed)')\n", + "\n", + "plt.xlabel(r'$x_1$')\n", + "plt.ylabel(r'$x_2$')\n", + "plt.title('Decision Boundaries Comparison (Changed)')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题5\n", + "思考RBF核函数对应的$\\phi(\\cdot)$函数是什么，建议查阅相关文献来寻找答案。进一步思考输出为无穷维的特征映射$\\phi(\\cdot)$的意义是什么。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  一、RBF 核函数对应的$\\phi(\\cdot)$函数（以高斯核为例）以高斯径向基函数（RBF）核 $K(\\mathbf{x}, \\mathbf{x}') = \\exp\\left(-\\frac{\\|\\mathbf{x} - \\mathbf{x}'\\|^2}{2\\sigma^2}\\right)$ 为例，其对应的特征映射&\\phi(\\cdot)& 是无穷维的。通过数学推导（如利用泰勒展开或级数分解），可将高斯核表示为无穷维特征空间中向量的内积：$K(\\mathbf{x}, \\mathbf{x}') = \\sum_{n=0}^{\\infty} \\frac{(-1)^n}{n! \\sigma^{2n}} (\\mathbf{x}^\\top \\mathbf{x}')^n = \\phi(\\mathbf{x})^\\top \\phi(\\mathbf{x}')$\n", + "其中，$\\phi(\\cdot)$的每一维对应原始变量的不同阶多项式组合（如$1, \\mathbf{x}, \\mathbf{x}^2, \\mathbf{x}^3, \\dots$等经过加权后的形式），最终构成无穷维的特征映射。 \n", + "  二、无穷维特征映射$\\phi(\\cdot)$的意义 \n", + "  1.解决非线性可分问题 \n", + "    原始数据空间中非线性可分的样本，通过映射到无穷维特征空间后，可能变得线性可分。例如，支持向量机（SVM）利用核技巧，借助无穷维映射将非线性分类问题转化为高维空间的线性分类问题。 \n", + "  2.简化计算复杂度 \n", + "    直接计算无穷维特征空间的内积$\\phi(\\mathbf{x})^\\top \\phi(\\mathbf{x}')$不可行，但核函数$K(\\mathbf{x}, \\mathbf{x}')$能在原始空间高效计算，避免了显式构造$\\phi(\\cdot)$的复杂操作（即 “核技巧”）。 \n", + "  3.增强模型表达能力 \n", + "    无穷维特征空间提供了更丰富的特征表示，允许模型捕捉数据中复杂的非线性模式。理论上，无穷维映射比有限维映射更灵活，能拟合更复杂的函数关系，提升模型对数据的刻画能力。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题6\n", + "试基于本章代码，标记出双螺旋数据上使用RBF核函数的SVM模型的支持向量，并讨论这些数据点成为支持向量的原因。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  在这种螺旋的复杂数据中，这些数据点都是在类别的边界附件，是划分边界的支持向量。 " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "数据集大小： 194\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import ListedColormap\n", + "from tqdm import trange\n", + "\n", + "data = np.loadtxt('./spiral.csv', delimiter=',')\n", + "print('数据集大小：', len(data))\n", + "x = data[:, :2]\n", + "y = data[:, 2]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# SVM的SMO算法实现\n", + "def SMO(x, y, ker, C, max_iter):\n", + " '''\n", + " SMO算法\n", + " x，y：样本的值和类别\n", + " ker：核函数，与线性回归中核函数的含义相同\n", + " C：惩罚系数\n", + " max_iter：最大迭代次数\n", + " '''\n", + " # 初始化参数\n", + " m = x.shape[0]\n", + " alpha = np.zeros(m)\n", + " b = 0\n", + " \n", + " # 预先计算所有向量的两两内积，减少重复计算\n", + " K = np.zeros((m, m))\n", + " for i in range(m):\n", + " for j in range(m):\n", + " K[i, j] = ker(x[i], x[j])\n", + " \n", + " for l in trange(max_iter):\n", + " # 开始迭代\n", + " for i in range(m):\n", + " # 有m个参数，每一轮迭代中依次更新\n", + " # 固定参数alpha_i与另一个随机参数alpha_j，并且保证i与j不相等\n", + " j = np.random.choice([l for l in range(m) if l != i])\n", + " \n", + " # 用-q/2p更新alpha_i的值\n", + " eta = K[j, j] + K[i, i] - 2 * K[i, j] # 分母\n", + " e_i = np.sum(y * alpha * K[:, i]) + b - y[i] # 分子\n", + " e_j = np.sum(y * alpha * K[:, j]) + b - y[j]\n", + " alpha_i = alpha[i] + y[i] * (e_j - e_i) / (eta + 1e-5) # 防止除以0\n", + " zeta = alpha[i] * y[i] + alpha[j] * y[j]\n", + "\n", + " # 将alpha_i和对应的alpha_j保持在[0,C]区间\n", + " # 0 <= (zeta - y_j * alpha_j) / y_i <= C\n", + " if y[i] == y[j]:\n", + " lower = max(0, zeta / y[i] - C)\n", + " upper = min(C, zeta / y[i])\n", + " else:\n", + " lower = max(0, zeta / y[i])\n", + " upper = min(C, zeta / y[i] + C)\n", + " alpha_i = np.clip(alpha_i, lower, upper)\n", + " alpha_j = (zeta - y[i] * alpha_i) / y[j]\n", + " \n", + " # 更新b\n", + " b_i = b - e_i - y[i] * (alpha_i - alpha[i]) * K[i, i] - y[j] * (alpha_j - alpha[j]) * K[i, j]\n", + " b_j = b - e_j - y[j] * (alpha_j - alpha[j]) * K[j, j] - y[i] * (alpha_i - alpha[i]) * K[i, j]\n", + " if 0 < alpha_i < C:\n", + " b = b_i\n", + " elif 0 < alpha_j < C:\n", + " b = b_j\n", + " else:\n", + " b = (b_i + b_j) / 2\n", + " \n", + " # 更新参数\n", + " alpha[i], alpha[j] = alpha_i, alpha_j\n", + "\n", + " return alpha, b" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# 简单多项式核\n", + "def simple_poly_kernel(d):\n", + " def k(x, y): \n", + " return np.inner(x, y) ** d\n", + " return k\n", + "\n", + "# RBF核\n", + "def rbf_kernel(sigma):\n", + " def k(x, y):\n", + " return np.exp(-np.inner(x - y, x - y) / (2.0 * sigma ** 2))\n", + " return k\n", + "\n", + "# 余弦相似度核\n", + "def cos_kernel(x, y):\n", + " return np.inner(x, y) / np.linalg.norm(x, 2) / np.linalg.norm(y, 2)\n", + "\n", + "# sigmoid核\n", + "def sigmoid_kernel(beta, c):\n", + " def k(x, y):\n", + " return np.tanh(beta * np.inner(x, y) + c)\n", + " return k" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 500/500 [00:02<00:00, 170.49it/s]\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import ListedColormap\n", + "from tqdm import trange\n", + "\n", + "def SMO(x, y, ker, C, max_iter):\n", + " '''\n", + " SMO算法\n", + " x，y：样本的值和类别\n", + " ker：核函数，与线性回归中核函数的含义相同\n", + " C：惩罚系数\n", + " max_iter：最大迭代次数\n", + " '''\n", + " # 初始化参数\n", + " m = x.shape[0]\n", + " alpha = np.zeros(m)\n", + " b = 0\n", + " \n", + " # 预先计算所有向量的两两内积，减少重复计算\n", + " K = np.zeros((m, m))\n", + " for i in range(m):\n", + " for j in range(m):\n", + " K[i, j] = ker(x[i], x[j])\n", + " \n", + " for l in trange(max_iter):\n", + " # 开始迭代\n", + " for i in range(m):\n", + " # 有m个参数，每一轮迭代中依次更新\n", + " # 固定参数alpha_i与另一个随机参数alpha_j，并且保证i与j不相等\n", + " j = np.random.choice([l for l in range(m) if l != i])\n", + " \n", + " # 用-q/2p更新alpha_i的值\n", + " eta = K[j, j] + K[i, i] - 2 * K[i, j] # 分母\n", + " e_i = np.sum(y * alpha * K[:, i]) + b - y[i] # 分子\n", + " e_j = np.sum(y * alpha * K[:, j]) + b - y[j]\n", + " alpha_i = alpha[i] + y[i] * (e_j - e_i) / (eta + 1e-5) # 防止除以0\n", + " zeta = alpha[i] * y[i] + alpha[j] * y[j]\n", + "\n", + " # 将alpha_i和对应的alpha_j保持在[0,C]区间\n", + " # 0 <= (zeta - y_j * alpha_j) / y_i <= C\n", + " if y[i] == y[j]:\n", + " lower = max(0, zeta / y[i] - C)\n", + " upper = min(C, zeta / y[i])\n", + " else:\n", + " lower = max(0, zeta / y[i])\n", + " upper = min(C, zeta / y[i] + C)\n", + " alpha_i = np.clip(alpha_i, lower, upper)\n", + " alpha_j = (zeta - y[i] * alpha_i) / y[j]\n", + " \n", + " # 更新b\n", + " b_i = b - e_i - y[i] * (alpha_i - alpha[i]) * K[i, i] - y[j] * (alpha_j - alpha[j]) * K[i, j]\n", + " b_j = b - e_j - y[j] * (alpha_j - alpha[j]) * K[j, j] - y[i] * (alpha_i - alpha[i]) * K[i, j]\n", + " if 0 < alpha_i < C:\n", + " b = b_i\n", + " elif 0 < alpha_j < C:\n", + " b = b_j\n", + " else:\n", + " b = (b_i + b_j) / 2\n", + " \n", + " # 更新参数\n", + " alpha[i], alpha[j] = alpha_i, alpha_j\n", + "\n", + " return alpha, b\n", + "\n", + "data = np.loadtxt('./spiral.csv', delimiter=',')\n", + "x = data[:, :2]\n", + "y = data[:, 2]\n", + "\n", + "# RBF核\n", + "def rbf_kernel(sigma):\n", + " def k(x, y):\n", + " return np.exp(-np.inner(x - y, x - y) / (2.0 * sigma ** 2))\n", + " return k\n", + "\n", + "# 绘图准备\n", + "np.random.seed(0)\n", + "plt.figure()\n", + "cmap = ListedColormap(['coral', 'royalblue'])\n", + "\n", + "# 开始求解 SVM\n", + "alpha, b = SMO(x, y, rbf_kernel(0.1), C=100, max_iter=500)\n", + "sup_idx = alpha > 1e-6 # 支持向量的系数不为零\n", + "sup_x = x[sup_idx] # 支持向量\n", + "sup_y = y[sup_idx]\n", + "\n", + "# 构造网格并用 SVM 预测分类\n", + "G = np.linspace(-1.5, 1.5, 100)\n", + "G = np.meshgrid(G, G)\n", + "X = np.array([G[0].flatten(), G[1].flatten()]).T # 转换为每行一个向量的形式\n", + "\n", + "# 用支持向量计算 w^T*x\n", + "def wx(x_new):\n", + " s = 0\n", + " for xi, yi, ai in zip(sup_x, sup_y, alpha):\n", + " s += yi * ai * rbf_kernel(0.1)(xi, x_new)\n", + " return s\n", + "\n", + "# 构造网格并用 SVM 预测分类\n", + "Y = np.array([wx(xi) + b for xi in X])\n", + "Y[Y < 0] = -1\n", + "Y[Y >= 0] = 1\n", + "Y = Y.reshape(G[0].shape)\n", + "\n", + "# 数据集可视化\n", + "plt.contourf(G[0], G[1], Y, cmap=cmap, alpha=0.5)\n", + "\n", + "\n", + "# 数据集可视化\n", + "plt.scatter(x[y == -1, 0], x[y == -1, 1], color='red', label='y=-1')\n", + "plt.scatter(x[y == 1, 0], x[y == 1, 1], marker='x', color='blue', label='y=1')\n", + "\n", + "# 标记支持向量\n", + "plt.scatter(sup_x[:, 0], sup_x[:, 1], s=100, edgecolors='k', facecolors='none', label='Support Vectors')\n", + "\n", + "plt.xlabel(r'$x_1$')\n", + "plt.ylabel(r'$x_2$')\n", + "plt.legend()\n", + "plt.title('BRF(0.1)')\n", + "plt.axis('square')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "核函数： Poly(3)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 500/500 [00:02<00:00, 171.91it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "核函数： RBF(0.1)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 500/500 [00:02<00:00, 170.04it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "核函数： Cos\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 500/500 [00:02<00:00, 175.38it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "核函数： Sigmoid(1,-1)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 500/500 [00:02<00:00, 174.86it/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kernels = [\n", + " simple_poly_kernel(3), \n", + " rbf_kernel(0.1), \n", + " cos_kernel, \n", + " sigmoid_kernel(1, -1)\n", + "]\n", + "ker_names = ['Poly(3)', 'RBF(0.1)', 'Cos', 'Sigmoid(1,-1)']\n", + "C = 1e8\n", + "max_iter = 500\n", + "\n", + "# 绘图准备，构造网格\n", + "np.random.seed(0)\n", + "plt.figure()\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 10))\n", + "axs = axs.flatten()\n", + "cmap = ListedColormap(['coral', 'royalblue'])\n", + "\n", + "# 开始求解 SVM\n", + "for i in range(len(kernels)):\n", + " print('核函数：', ker_names[i])\n", + " alpha, b = SMO(x, y, kernels[i], C=C, max_iter=max_iter)\n", + " sup_idx = alpha > 1e-6 # 支持向量的系数不为零\n", + " sup_x = x[sup_idx] # 支持向量\n", + " sup_y = y[sup_idx]\n", + " sup_alpha = alpha[sup_idx]\n", + "\n", + " # 用支持向量计算 w^T*x\n", + " def wx(x_new):\n", + " s = 0\n", + " for xi, yi, ai in zip(sup_x, sup_y, sup_alpha):\n", + " s += yi * ai * kernels[i](xi, x_new)\n", + " return s\n", + "\n", + " # 构造网格并用 SVM 预测分类\n", + " G = np.linspace(-1.5, 1.5, 100)\n", + " G = np.meshgrid(G, G)\n", + " X = np.array([G[0].flatten(), G[1].flatten()]).T # 转换为每行一个向量的形式\n", + " Y = np.array([wx(xi) + b for xi in X])\n", + " Y[Y < 0] = -1\n", + " Y[Y >= 0] = 1\n", + " Y = Y.reshape(G[0].shape)\n", + " axs[i].contourf(G[0], G[1], Y, cmap=cmap, alpha=0.5)\n", + " \n", + " # 绘制原数据集的点\n", + " axs[i].scatter(x[y == -1, 0], x[y == -1, 1], color='red', label='y=-1')\n", + " axs[i].scatter(x[y == 1, 0], x[y == 1, 1], marker='x', color='blue', label='y=1')\n", + "\n", + " # 标记支持向量\n", + " axs[i].scatter(sup_x[:, 0], sup_x[:, 1], s=100, edgecolors='k', facecolors='none', label='Support Vectors')\n", + "\n", + " axs[i].set_title(ker_names[i])\n", + " axs[i].set_xlabel(r'$x_1$')\n", + " axs[i].set_ylabel(r'$x_2$')\n", + " axs[i].legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('output_24_2.png')\n", + "plt.savefig('output_24_2.pdf')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题7\n", + "试通过参数量与数据集大小的关系、参数更新方式等视角，分析和体会SVM模型的原问题对应参数化模型，而对偶问题对应非参数化模型。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  SVM模型的原问题是一个带约束的凸优化问题，对偶问题是通过拉格朗日乘子法对偶转换的。 \n", + "- 参数量与数据集大小 \n", + " - 原问题是需要计算每一个数据去优化权重和偏置，就是求解参数化的权重和偏置来找到分隔平面。 \n", + " - 对偶问题是计算拉格朗日乘子的值，和优化这个乘子，而不是直接去优化分隔平面的参数。 \n", + "- 参数更新 \n", + " - 原问题是优化损失函数，需要梯度下降，对参数是进行连续优化更新的。 \n", + " - 对偶问题是优化拉格朗日乘子，优化完乘子再根据乘子计算权重和偏置，对参数是离散优化更新的。 \n", + "- 对参数决定 \n", + " - 原问题是直接决定参数的。\n", + " - 对偶问题是决定拉格朗日乘子间接决定参数的" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pytorch_env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + 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\347\272\277\346\200\247\345\233\236\345\275\222-\346\234\252\345\256\241\346\240\270/ch04.ipynb" new file mode 100644 index 0000000..c991387 --- /dev/null +++ "b/notebooks/\347\254\2544\347\253\240 \347\272\277\346\200\247\345\233\236\345\275\222-\346\234\252\345\256\241\346\240\270/ch04.ipynb" @@ -0,0 +1,957 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 第4章 线性回归" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题1\n", + "以下关于线性回归的表述错误的是（）。 \n", + " A. 线性回归中的“线性”，是指模型参数之间不存在非线性耦合项。 \n", + " B. 线性回归常用均方误差作为损失函数。 \n", + " C. $f(x)=\\theta_0+\\theta_1/x$可以是一个线性回归得到的模型表达式。 \n", + " D. 损失函数用于度量预测值和真实值之间的误差。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  **答案：C** \n", + " \n", + "   A. 正确。线性回归中的 “线性” 指的是因变量与自变量之间是线性关系，更准确地说，是模型的参数是线性的，即模型参数之间不存在非线性耦合项。如$\\theta_1x^2$或$\\theta_1\\theta_2x_2$。 \n", + "   B. 正确。MSE是线性回归常用的损失函数。 \n", + "   C. 错误。线性意味着参数和变量之间的幂次是1，$\\frac{1}{x}$是-1次的非线性关系。 \n", + "   D. 正确。损失函数的作用就是衡量模型预测值与真实值之间的差异程度，也就是误差。通过最小化损失函数，可以使模型的预测结果尽可能接近真实值。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题2\n", + "以下关于梯度下降的表述错误的是（）。 \n", + " A. 使用梯度信息来最小化目标函数时，参数的更新方向是其梯度的负方向。 \n", + " B. 梯度下降中设置更大的学习率就可以更快地收敛到全局最优。 \n", + " C. 随机梯度下降是一种权衡训练速度和稳定性的方法。 \n", + " D. 损失函数的优化目标是最小化模型在训练集上的误差。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  **答案：A** \n", + "\n", + "   A. 正确。梯度方向是参数值增长最快的方向，梯度下降是负梯度方向更新参数实现下降来最小化目标函数的。 \n", + "   B. 错误。较大的学习率在开始可能会加快参数更新，但是过大的学习率导致模型的参数更新大幅度发散而无法收敛，可能在最优值附近徘徊，还有可能会跳过全局最优而陷入到局部最优中，还有可能会放大噪声的影响。 \n", + "   C. 不完全对。梯度下降参数过多会难以训练，随机选择参数梯度下降能加快训练速度，但是由于随机梯度下降选择的样本是单个的（或者一小批样本），会导致每次迭代只考虑了部分数据，会陷入到某些局部最小值中。小批量梯度下降是一种权衡训练速度和稳定性的方法。 \n", + "   D. 不完全对。损失函数在训练时的优化目标是最小化模型在训练集上的误差，但是要同时结合验证集修正损失函数避免过拟合。 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题3\n", + "假设在线性回归问题中，数据集有两个样本${x_1=(1,1,1),y_1=0}$和${x_2=(0,1,2),y_2=1}$，尝试用解析方式计算线性回归的参数$\\theta$。计算中是否遇到了问题？ " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  $X^{-1}X$所得的矩阵是奇异矩阵，不可逆，无法直接适用解析方式求解。" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 1, 1],\n", + " [1, 2, 3],\n", + " [1, 3, 5]])" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "X = np.array([[1, 1, 1], [0, 1, 2]])\n", + "Y = np.array([[0], [1]])\n", + "X.T @ X" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "回归系数： [[-0.5 0. 0.5]] [5.55111512e-17]\n", + "RMSE: 2.220446049250313e-16\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "x_train = np.array([[1, 1, 1], [0, 1, 2]])\n", + "y_train = np.array([[0],[1]])\n", + "\n", + "linreg = LinearRegression()\n", + "linreg.fit(x_train, y_train)\n", + "\n", + "print('回归系数：', linreg.coef_, linreg.intercept_)\n", + "y_pred = linreg.predict(x_train)\n", + "\n", + "rmse_loss = np.sqrt(np.square(y_pred - y_train).mean())\n", + "print('RMSE:', rmse_loss)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题4\n", + "针对 1 维线性回归问题，基于数据${(0.1,0.3),(0.2,0.35),(0.3,0.41),(0.4,0.48),(0.5,0.54)}$（其中第1维为唯一特征，第2维为标签$y$），构建线性回归模型$f(x)=\\theta_0+\\theta_1x$，并完成以下任务： \n", + " A. 试作图展示均方误差和参数$theta_0$，$theta_1$的函数关系 \n", + " B. 并以不同的参数初始化位置和学习率，画出不同的参数学习轨迹 \n", + " C. 尝试增大学习率，观察参数学习出现的发散现象 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  首先，这是一个1维线性回归，相当于我们常见的$y=kx+b$的函数。不用涉及到矩阵的运算，我们用下面的代码构建线性回归模型。注意不同的学习率会学习到不同的结果，得进行调参。（0.01的学习率就会学得不好） " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "theta0: 0.2426092698407447\n", + "theta1: 0.5785559192142694\n", + "Predicted values:\n", + "[0.30046486 0.35832045 0.41617605 0.47403164 0.53188723]\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 数据集\n", + "X = np.array([0.1, 0.2, 0.3, 0.4, 0.5])\n", + "Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54])\n", + "\n", + "# 参数\n", + "theta0 = 0.0\n", + "theta1 = 0.0\n", + "\n", + "# 线性回归模型\n", + "def linear_regression(x, t0, t1):\n", + " return t0 + t1 * x\n", + "\n", + "# 损失函数MSE\n", + "def Loss_function(theta, X, y):\n", + " t0, t1 = theta\n", + " predictions = linear_regression(X, t0, t1)\n", + " return np.sum((predictions - y) ** 2) / (2 * len(X))\n", + "\n", + "# 梯度下降函数\n", + "def gradient_descent(X, y, theta, learning_rate, iterations):\n", + " m = len(X)\n", + " for i in range(iterations):\n", + " predictions = linear_regression(X, theta[0], theta[1])\n", + " grad_t0 = np.sum(predictions - y) / m\n", + " grad_t1 = np.sum((predictions - y) * X) / m\n", + " theta[0] -= learning_rate * grad_t0\n", + " theta[1] -= learning_rate * grad_t1\n", + " return theta\n", + "\n", + "# 学习率和迭代次数\n", + "learning_rate = 0.15\n", + "iterations = 1000\n", + "\n", + "optimized_theta = gradient_descent(X, Y, [theta0, theta1], learning_rate, iterations)\n", + "\n", + "print(f\"theta0: {optimized_theta[0]}\")\n", + "print(f\"theta1: {optimized_theta[1]}\")\n", + "\n", + "# 使用优化后的参数进行预测\n", + "predictions = linear_regression(X, optimized_theta[0], optimized_theta[1])\n", + "print(\"Predicted values:\")\n", + "print(predictions)\n", + "\n", + "# 设置几个测试点\n", + "X_test = np.array([0.6, 0.7, 0.05])\n", + "# 使用线性回归模型预测测试点的值\n", + "predictions_test = optimized_theta[0] + optimized_theta[1] * X_test\n", + "\n", + "\n", + "# 可视化真实数据点和拟合直线以及测试点\n", + "# 可视化真实数据点、拟合直线和测试点\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(X, Y, color='blue', label='Data Points')\n", + "plt.scatter(X_test, predictions_test, color='green', label='Test Predictions')\n", + "plt.plot(X_test, optimized_theta[0] + optimized_theta[1] * X_test, color='lightgray', label='Test Fitted Line')\n", + "plt.plot(X, optimized_theta[0] + optimized_theta[1] * X, color='red', label='Fitted Line')\n", + "plt.title('Linear Regression Fit')\n", + "plt.xlabel('X-axis')\n", + "plt.ylabel('Y-axis')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "参数： [0.233 0.61 ]\n", + "预测值： 0.5989999999999999\n" + ] + } + ], + "source": [ + "# 最小二乘法计算进行验证\n", + "import numpy as np\n", + "\n", + "# 输入数据\n", + "X = np.array([0.1, 0.2, 0.3, 0.4, 0.5])\n", + "y = np.array([0.3, 0.35, 0.41, 0.48, 0.54])\n", + "\n", + "# 增加一列全为1的偏置列\n", + "X_b = np.c_[np.ones((X.shape[0], 1)), X.reshape(-1, 1)]\n", + "\n", + "# 使用最小二乘法求解参数\n", + "theta_best = np.linalg.inv(X_b.T.dot(X_b)).dot(X_b.T).dot(y)\n", + "\n", + "# 打印参数\n", + "print(\"参数：\", theta_best)\n", + "\n", + "# 预测新数据\n", + "x_new = 0.6\n", + "X_new_b = np.array([[1, x_new]])\n", + "y_predict = X_new_b.dot(theta_best)\n", + "print(\"预测值：\", y_predict[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  我们画图看看MSE和参数$\\theta0,\\theta1$的关系。 \n", + "  可以看出随着参数拟合到合理的范围，MSE的值比较小，在不合理的范围时，MSE的值会比较大。" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "# 数据集\n", + "X = np.array([0.1, 0.2, 0.3, 0.4, 0.5])\n", + "Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54])\n", + "\n", + "# 参数范围\n", + "theta0_range = np.linspace(-2, 2, 100)\n", + "theta1_range = np.linspace(-2, 2, 100)\n", + "\n", + "# 计算损失函数的值\n", + "loss_values = np.zeros((len(theta0_range), len(theta1_range)))\n", + "for i, theta0 in enumerate(theta0_range):\n", + " for j, theta1 in enumerate(theta1_range):\n", + " loss_values[i, j] = np.sum((theta0 + theta1 * X - Y) ** 2) / (2 * len(X))\n", + "\n", + "# 绘制3D图\n", + "theta0_grid, theta1_grid = np.meshgrid(theta0_range, theta1_range)\n", + "fig = plt.figure(figsize=(10, 6))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.plot_surface(theta0_grid, theta1_grid, loss_values.T, cmap='viridis', alpha=0.8)\n", + "ax.set_xlabel('Theta0')\n", + "ax.set_ylabel('Theta1')\n", + "ax.set_zlabel('Loss')\n", + "ax.set_title('Loss Function Landscape')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制填充轮廓图\n", + "plt.figure(figsize=(10, 6))\n", + "contour = plt.contourf(theta0_grid, theta1_grid, loss_values, levels=20, cmap='viridis')\n", + "plt.colorbar(contour)\n", + "plt.xlabel('Theta0')\n", + "plt.ylabel('Theta1')\n", + "plt.title('Loss Function Contour')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  下面我们画图看看不同起始参数位置和学习率对参数学习轨迹的影响。 \n", + "  可以看到不同的初始参数位置、学习率会导致求得的“最优解”在不同的位置，同时迭代次数和速度也会有影响。学习率较大会更快收敛到最优解同时轨迹更加陡峭，学习率较小会收敛到局部最优并且轨迹比较平缓。" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 数据集\n", + "X = np.array([0.1, 0.2, 0.3, 0.4, 0.5])\n", + "Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54])\n", + "\n", + "# 损失函数MSE\n", + "def loss_function(theta, X, y):\n", + " predictions = theta[0] + theta[1] * X\n", + " return np.sum((predictions - y) ** 2) / (2 * len(X))\n", + "\n", + "# 梯度下降函数\n", + "def gradient_descent(X, y, theta, learning_rate, iterations):\n", + " m = len(X)\n", + " theta_history = [theta]\n", + " \n", + " for i in range(iterations):\n", + " predictions = theta[0] + theta[1] * X\n", + " grad_t0 = np.sum(predictions - y) / m\n", + " grad_t1 = np.sum((predictions - y) * X) / m\n", + " theta[0] -= learning_rate * grad_t0\n", + " theta[1] -= learning_rate * grad_t1\n", + " theta_history.append(theta.copy())\n", + " \n", + " return theta_history\n", + "\n", + "# 不同的参数初始化位置和学习率\n", + "init_positions = [[0, 0], [-1, 0], [0, -1], [-1, -1]] # 初始位置\n", + "learning_rates = [0.01, 0.05, 0.1] # 学习率\n", + "\n", + "# 绘制学习轨迹\n", + "plt.figure(figsize=(12, 8))\n", + "plt.scatter(X, Y, color='blue', label='Data Points')\n", + "\n", + "for init_position in init_positions:\n", + " for learning_rate in learning_rates:\n", + " theta_history = gradient_descent(X, Y, init_position, learning_rate, iterations=1000)\n", + " theta0_history = [theta[0] for theta in theta_history]\n", + " theta1_history = [theta[1] for theta in theta_history]\n", + " plt.plot(theta0_history, theta1_history, marker='o', label=f'LR={learning_rate}, Init={init_position}')\n", + "\n", + "plt.title('Parameter Learning Trajectories')\n", + "plt.xlabel('Theta0')\n", + "plt.ylabel('Theta1')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 数据集\n", + "X = np.array([0.1, 0.2, 0.3, 0.4, 0.5])\n", + "Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54])\n", + "\n", + "# 损失函数MSE\n", + "def loss_function(theta, X, y):\n", + " predictions = theta[0] + theta[1] * X\n", + " return np.sum((predictions - y) ** 2) / (2 * len(X))\n", + "\n", + "# 梯度下降函数\n", + "def gradient_descent(X, y, theta, learning_rate, iterations):\n", + " m = len(X)\n", + " theta_history = [theta]\n", + " \n", + " for i in range(iterations):\n", + " predictions = theta[0] + theta[1] * X\n", + " grad_t0 = np.sum(predictions - y) / m\n", + " grad_t1 = np.sum((predictions - y) * X) / m\n", + " theta[0] -= learning_rate * grad_t0\n", + " theta[1] -= learning_rate * grad_t1\n", + " theta_history.append(theta.copy())\n", + " \n", + " return theta_history\n", + "\n", + "# 不同的参数初始化位置和学习率\n", + "init_positions = [[0, 0], [-1, 0], [0, -1], [-1, -1]] # 初始位置\n", + "learning_rates = [0.01, 0.05, 0.1] # 学习率\n", + "\n", + "# 绘制学习轨迹\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "for j, learning_rate in enumerate(learning_rates):\n", + " plt.subplot(1, 3, j+1)\n", + " plt.scatter(X, Y, color='blue', label='Data Points')\n", + "\n", + " for i, init_position in enumerate(init_positions):\n", + " theta_history = gradient_descent(X, Y, init_position, learning_rate, iterations=1000)\n", + " theta0_history = [theta[0] for theta in theta_history]\n", + " theta1_history = [theta[1] for theta in theta_history]\n", + " plt.plot(theta0_history, theta1_history, marker='o', label=f'Init={init_position}')\n", + "\n", + " # 标记每个起始位置的最终确定参数点\n", + " final_theta = theta_history[-1]\n", + " plt.scatter(final_theta[0], final_theta[1], color='red', marker='x', s=1000)\n", + "\n", + " plt.title(f'Learning Rate={learning_rate}')\n", + " plt.xlabel('Theta0')\n", + " plt.ylabel('Theta1')\n", + " plt.legend()\n", + " plt.grid(True)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  下面我们看看不同学习率对参数学习发散的影响。 \n", + "  我们可以看到学习率越大参数会越快更新，前面几轮更新的幅度也比较大，是比较发散的，同时会导致参数学习到一个比较大或者比较小（更新步长太大，越过最优值的区域，导致参数越来越小或越来越大）。" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 数据集\n", + "X = np.array([0.1, 0.2, 0.3, 0.4, 0.5])\n", + "Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54])\n", + "\n", + "# 梯度下降函数\n", + "def gradient_descent(X, y, theta, learning_rate, iterations):\n", + " m = len(X)\n", + " theta_history = [theta]\n", + " \n", + " for i in range(iterations):\n", + " predictions = theta[0] + theta[1] * X\n", + " grad_t0 = np.sum(predictions - y) / m\n", + " grad_t1 = np.sum((predictions - y) * X) / m\n", + " theta[0] -= learning_rate * grad_t0\n", + " theta[1] -= learning_rate * grad_t1\n", + " theta_history.append(theta.copy())\n", + " \n", + " return theta_history\n", + "\n", + "# 不同的学习率\n", + "learning_rates = [0.01, 0.05, 0.1, 0.2, 0.5]\n", + "\n", + "# 绘制学习轨迹\n", + "plt.figure(figsize=(12, 8))\n", + "plt.scatter(X, Y, color='blue', label='Data Points')\n", + "\n", + "for learning_rate in learning_rates:\n", + " theta_history = gradient_descent(X, Y, [0, 0], learning_rate, iterations=1000)\n", + " theta0_history = [theta[0] for theta in theta_history]\n", + " theta1_history = [theta[1] for theta in theta_history]\n", + " plt.plot(theta0_history, theta1_history, marker='o', label=f'LR={learning_rate}')\n", + "\n", + "plt.title('Parameter Learning Trajectories with Different Learning Rates')\n", + "plt.xlabel('Theta0')\n", + "plt.ylabel('Theta1')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 数据集\n", + "X = np.array([0.1, 0.2, 0.3, 0.4, 0.5])\n", + "Y = np.array([0.3, 0.35, 0.41, 0.48, 0.54])\n", + "\n", + "# 梯度下降函数\n", + "def gradient_descent(X, y, theta, learning_rate, iterations):\n", + " m = len(X)\n", + " theta0_history = [theta[0]]\n", + " theta1_history = [theta[1]]\n", + " \n", + " for i in range(iterations):\n", + " predictions = theta[0] + theta[1] * X\n", + " grad_t0 = np.sum(predictions - y) / m\n", + " grad_t1 = np.sum((predictions - y) * X) / m\n", + " theta[0] -= learning_rate * grad_t0\n", + " theta[1] -= learning_rate * grad_t1\n", + " theta0_history.append(theta[0])\n", + " theta1_history.append(theta[1])\n", + " \n", + " return theta0_history, theta1_history\n", + "\n", + "# 不同的学习率\n", + "learning_rates = [0.01, 0.05, 0.1, 0.2, 0.5]\n", + "\n", + "# 绘制学习轨迹\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# 绘制theta0的学习轨迹\n", + "plt.subplot(2, 1, 1)\n", + "plt.title('Theta0 Learning Trajectories with Different Learning Rates')\n", + "plt.xlabel('Iterations')\n", + "plt.ylabel('Theta0')\n", + "for learning_rate in learning_rates:\n", + " theta0_history, _ = gradient_descent(X, Y, [0, 0], learning_rate, iterations=1000)\n", + " plt.plot(range(len(theta0_history)), theta0_history, marker='o', label=f'LR={learning_rate}')\n", + "plt.legend()\n", + "\n", + "# 绘制theta1的学习轨迹\n", + "plt.subplot(2, 1, 2)\n", + "plt.title('Theta1 Learning Trajectories with Different Learning Rates')\n", + "plt.xlabel('Iterations')\n", + "plt.ylabel('Theta1')\n", + "for learning_rate in learning_rates:\n", + " _, theta1_history = gradient_descent(X, Y, [0, 0], learning_rate, iterations=1000)\n", + " plt.plot(range(len(theta1_history)), theta1_history, marker='o', label=f'LR={learning_rate}')\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题5\n", + "调整 SGD 算法中`batch_size`的大小，观察结果的变化。对较大规模的数据集，`batch_size`过小和过大分别有什么缺点？ " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  我们可以看到： \n", + "  较小的：更新波动比较大，训练比较不稳定，要比较多的迭代次数才能收敛。 \n", + "  较大的：下降更加平滑，更加稳定，更快收敛。 \n", + "   1.过小的batch_size： \n", + "    优点： 训练速度快，内存消耗少。由于每次迭代仅使用少量样本进行参数更新，因此可以更快地进行训练，尤其是在较大的数据集上。 \n", + "    缺点： 参数更新的方差大，模型收敛性能可能较差。因为每次只使用少量样本进行参数更新，导致参数的更新方向不够稳定，容易受到噪声的影响，可能导致模型收敛到局部最优解，而无法达到全局最优解。 \n", + "   2.过大的batch_size： \n", + "    优点： 参数更新的方差较小，模型收敛性能可能较好。由于每次迭代使用大量样本进行参数更新，可以减少参数更新的方差，使参数更新更加稳定，有利于模型收敛到全局最优解。 \n", + "    缺点： 训练速度较慢，内存消耗较大。由于每次迭代需要处理大量样本，因此训练速度会相对较慢，并且会消耗更多的内存资源，尤其是在内存有限的情况下可能会导致内存溢出。 " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 模拟数据\n", + "X = np.random.rand(1000, 1) # 1000个样本，每个样本一个特征\n", + "true_theta0 = 2.0\n", + "true_theta1 = 3.0\n", + "noise = np.random.normal(0, 1, 1000) # 添加噪声\n", + "y = X * true_theta0 + X**2 * true_theta1 + noise # 生成目标变量\n", + "\n", + "# SGD算法\n", + "def sgd(X, y, learning_rate, batch_size, iterations):\n", + " m = X.shape[0]\n", + " theta0 = 0.0\n", + " theta1 = 0.0\n", + " for _ in range(iterations):\n", + " indices = np.random.choice(m, batch_size, replace=True)\n", + " X_batch = X[indices]\n", + " y_batch = y[indices]\n", + " predictions = theta0 + theta1 * X_batch\n", + " grad_t0 = (predictions - y_batch).mean()\n", + " grad_t1 = (predictions - y_batch) * X_batch.mean()\n", + " theta0 -= learning_rate * grad_t0 / batch_size\n", + " theta1 -= learning_rate * grad_t1 / batch_size\n", + " rmse = np.sqrt((predictions - y_batch).var())\n", + " yield rmse\n", + "\n", + "# 不同batch_size下的RMSE\n", + "batch_sizes = [4, 8, 16, 32, 64, 128]\n", + "learning_rate = 0.05\n", + "iterations = 500\n", + "\n", + "# 收集数据\n", + "window_size = 50 # 移动平均的窗口大小\n", + "rmse_data = {batch_size: [] for batch_size in batch_sizes}\n", + "for batch_size in batch_sizes:\n", + " rmse_values = list(sgd(X, y, learning_rate, batch_size, iterations))\n", + " rmse_data[batch_size] = [np.mean(rmse_values[i:i+window_size]) for i in range(0, iterations, window_size)]\n", + "\n", + "# 绘制图表\n", + "plt.figure(figsize=(12, 8))\n", + "for batch_size in batch_sizes:\n", + " plt.plot(range(0, iterations, window_size), rmse_data[batch_size], label=f'Batch Size={batch_size}')\n", + "\n", + "plt.title('RMSE vs. Iterations for Different Batch Sizes')\n", + "plt.xlabel('Iterations')\n", + "plt.ylabel('RMSE')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 习题6\n", + "4.3 节 SGD 算法的代码中，我们采用了固定迭代次数的方式，但是这样无法保证程序执行完毕时迭代已经收敛，也有可能迭代早已收敛而程序还在运行。另一种方案是，如果损失函数值$M$连续次迭代都没有减小，或者减小的量小于某个预设精度$\\epsilon$（例如$10^{-6}$），就终止迭代。请实现该控制方案，并思考它和固定迭代次数之间的利弊。能不能将这两种方案同时使用呢？" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**解答** \n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "数据特征： Avg. Area Income, Avg. Area House Age, Avg. Area Number of Rooms, Avg. Area Number of Bedrooms, Area Population\n", + "数据标签： Price\n", + "数据总条数： 5000\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.ticker import MaxNLocator\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# 从源文件加载数据，并输出查看数据的各项特征\n", + "lines = np.loadtxt('./USA_Housing.csv', delimiter=',', dtype='str')\n", + "header = lines[0]\n", + "lines = lines[1:].astype(float)\n", + "print('数据特征：', ', '.join(header[:-1]))\n", + "print('数据标签：', header[-1])\n", + "print('数据总条数：', len(lines))\n", + "\n", + "# 划分训练集与测试集\n", + "ratio = 0.8\n", + "split = int(len(lines) * ratio)\n", + "np.random.seed(0)\n", + "lines = np.random.permutation(lines)\n", + "train, test = lines[:split], lines[split:]\n", + "\n", + "# 数据归一化\n", + "scaler = StandardScaler()\n", + "scaler.fit(train) # 只使用训练集的数据计算均值和方差\n", + "train = scaler.transform(train)\n", + "test = scaler.transform(test)\n", + "\n", + "# 划分输入和标签\n", + "x_train, y_train = train[:, :-1], train[:, -1].flatten()\n", + "x_test, y_test = test[:, :-1], test[:, -1].flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "回归系数： [ 6.50881254e-01 4.67222833e-01 3.38466198e-01 6.17275856e-03\n", + " 4.26857089e-01 -1.46033359e-14]\n", + "RMSE： 0.28791834247503534\n" + ] + } + ], + "source": [ + "# 在X矩阵最后添加一列1，代表常数项\n", + "X = np.concatenate([x_train, np.ones((len(x_train), 1))], axis=-1)\n", + "# @ 表示矩阵相乘，X.T表示矩阵X的转置，np.linalg.inv函数可以计算矩阵的逆\n", + "theta = np.linalg.inv(X.T @ X) @ X.T @ y_train\n", + "print('回归系数：', theta)\n", + "\n", + "# 在测试集上使用回归系数进行预测\n", + "X_test = np.concatenate([x_test, np.ones((len(x_test), 1))], axis=-1)\n", + "y_pred = X_test @ theta\n", + "\n", + "# 计算预测值和真实值之间的RMSE\n", + "rmse_loss = np.sqrt(np.square(y_test - y_pred).mean())\n", + "print('RMSE：', rmse_loss)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "  原代码使用了解析解，直接求解回归系数，没有显式的迭代过程，所以是固定迭代的。我们要想要改为动态的迭代，可以使用梯度下降。" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "回归系数： [ 6.52800071e-01 4.66939703e-01 3.39484470e-01 -2.21359104e-03\n", + " 4.25356623e-01 -9.57030356e-05]\n", + "RMSE： 0.2880050509977635\n" + ] + } + ], + "source": [ + "# SGD算法\n", + "def sgd(X, y, learning_rate, batch_size, epsilon, max_iterations):\n", + " m = X.shape[0]\n", + " theta = np.random.randn(X.shape[1]) # 随机初始化参数\n", + " prev_loss = float('inf') # 初始化上一次迭代的损失值为无穷大\n", + " no_improvement_count = 0 # 记录连续迭代次数，如果连续次数达到一定阈值，则终止迭代\n", + " for iteration in range(max_iterations):\n", + " indices = np.random.choice(m, batch_size, replace=True)\n", + " X_batch = X[indices]\n", + " y_batch = y[indices]\n", + " predictions = X_batch @ theta\n", + " gradients = (X_batch.T @ (predictions - y_batch)) / batch_size\n", + " theta -= learning_rate * gradients\n", + " loss = np.mean((X @ theta - y) ** 2) # 计算整个训练集上的损失\n", + " if abs(prev_loss - loss) < epsilon: # 如果损失值变化小于epsilon，则停止迭代\n", + " no_improvement_count += 1\n", + " if no_improvement_count >= 5: # 连续5次损失值变化小于epsilon，终止迭代\n", + " break\n", + " else:\n", + " no_improvement_count = 0\n", + " prev_loss = loss\n", + " return theta\n", + "\n", + "# 超参数设置\n", + "learning_rate = 0.01\n", + "batch_size = 32\n", + "epsilon = 1e-6\n", + "max_iterations = 1000\n", + "\n", + "# 运行SGD算法\n", + "theta = sgd(X, y_train, learning_rate, batch_size, epsilon, max_iterations)\n", + "print('回归系数：', theta)\n", + "\n", + "# 在测试集上使用回归系数进行预测\n", + "X_test = np.concatenate([x_test, np.ones((len(x_test), 1))], axis=-1)\n", + "y_pred = X_test @ theta\n", + "\n", + "# 计算预测值和真实值之间的RMSE\n", + "rmse_loss = np.sqrt(np.mean((y_test - y_pred) ** 2))\n", + "print('RMSE：', rmse_loss)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pytorch_env", + "language": "python", + "name": "python3" + 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