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集成算法（Ensemble Learning）是一种将多个弱学习器组合起来形成一个强大的学习模型的方法。 通过结合多个学习器的预测结果，集成算法能够提升整体的预测性能，并且在泛化能力上通常比单个学习器更好。 下面列举常见的集成算法，先有一个大致的认识：Bagging（自举汇聚法）：通过随机从训练集中有放回地抽取样本，构建多个基分类器，并通过投票或平均来进行最终的决策。典型的算法包括随机森林（
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