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k Nearest Neighbor Classification

  • kNN = k Nearest Neighbor

  • To classify a document d into class c:

  • Define k-neighborhood N as k nearest neighbors of d

  • Count number of documents i in N that belong to c

  • Estimate P(c|d) as i/k

  • Choose as class argmaxc P(c|d) [ = majority class]

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