30 lines
978 B
Python
30 lines
978 B
Python
import numpy as np
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import matplotlib.pyplot as plt
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from experiments import ExperimentRunner
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def main():
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"""主函数"""
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print("机器学习算法实现与比较系统")
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print("="*50)
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print("本系统实现了以下内容:")
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print("1. 改进的BP神经网络 vs 标准BP网络")
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print("2. 特征提取(PCA, 特征选择)对分类性能的影响")
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print("3. 多种分类算法比较(朴素贝叶斯, KNN, 决策树)")
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print("4. 集成学习算法(Bagging, Voting)")
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print("5. 所有算法均为自主实现，未使用任何ML库")
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print("="*50)
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# 设置matplotlib中文显示
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plt.rcParams['font.sans-serif'] = ['SimHei']
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plt.rcParams['axes.unicode_minus'] = False
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# 运行实验
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runner = ExperimentRunner()
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results = runner.run_all_experiments()
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print("\n实验完成！结果已保存在实验报告中。")
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print("图表已保存到本地文件。")
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if __name__ == "__main__":
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main()
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