generated from LufsX/Experiment-LogReg
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+17
-5
@@ -27,6 +27,8 @@ id = "202210423629"
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name = "Tanjunfeng"
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# 这里写自己的代码实现
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import numpy as np
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def sigmoid(z):
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return 1 / (1 + np.exp(-z))
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@@ -83,9 +85,20 @@ def load_data(filepath):
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- np.array: 特征数据。
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- np.array: 标签数据。
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"""
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data = np.loadtxt(filepath, delimiter=',')
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X = data[:, :-1]
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y = data[:, -1]
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data = []
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with open(filepath, 'r') as f:
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for line in f:
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row = []
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values = line.strip().split()
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for value in values:
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try:
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row.append(float(value))
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except ValueError:
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row.append(-1)
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data.append(row)
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np_data = np.array(data)
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X = np_data[:, :-1]
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y = np_data[:, -1]
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return X, y
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if __name__ == "__main__":
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@@ -101,5 +114,4 @@ if __name__ == "__main__":
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# 测试单个数据
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y_pred = predict_logreg(X_test[11], weights)
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print(f"预测结果: {y_pred}, 实际结果: {y_test[11]}")
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print(f"预测结果: {y_pred}, 实际结果: {y_test[11]}")
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