AdSense


Defined as average distance between nn distances:
  • d(X,Y) = (1/|X|) sum(d(x,Y))
  • d(x,Y) = min_y (d(x,y))
  • d(x,Y) is the nearest neighbor distance between x and Y.

Compute the average and standard deviation of these things.

Unit tests:

  • Interface-level tests:
  • Error null datasets
  • Error on empty datasets

References: Deb00Fast

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