朴素贝叶斯

朴素贝叶斯算法Naive Bayes定义中有两个关键定义:特征之间强假设独立和贝叶斯定理

例子：西瓜数据集

判断色泽= 青绿，根蒂=蜷缩，敲声=沉闷，纹理=模糊，脐部=平坦，触感=硬化是否为好瓜？

取λ=1的拉普拉斯平滑

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由于:
根据朴素贝叶斯分类器判断为坏瓜

实践中的问题

• 【问题】朴素贝叶斯的应用不是太广，因为它“粗暴”的认为各个特征间是独立的，实际中，各个特征项很多是有关联的。
• 可以把贝叶斯分类器涉及的所有概率估值预先计算好并存储起来，在预测时只需要“查表”