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了解KNN算法

Avatar for yafei002 yafei002
January 08, 2017
Technology
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 了解KNN算法

Avatar for yafei002

yafei002

January 08, 2017

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Transcript

  1. 了解KNN算法 yafei002

  2. a a a a a a a a o o

    o c o o o 给定N个训练样本， 无论什么类别，KNN算法识别离目标最近的k个邻居

  3. a 当k=1时，在空间中每个样本确定一个区域，也就是Voronoi分区 e c b R1 R2 R3 R4

  4. 注意 • 对于二分类问题k选择为奇数 • k不能是类别数量的整数倍 • KNN算法的主要缺点是复杂度，它需要搜索所有的样本从而找到最近的邻居

  5. THANKS