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nondeterministic feature selection

Open ppdebreuck opened this issue 3 years ago • 0 comments

The feature selection procedure relies on mutual_info_regression & mutual_info_classifwhich is stochastic. Therefore, feature selection is nondeterministic (the ranked list of optimal descriptors can have slight changes from run to run).

Solution:

  • Fix random state in mutual_info_regression See here.
  • Average over multiple runs

Issue reported by @rogeriog & @gbrunin, thanks !

ppdebreuck avatar Oct 25 '22 15:10 ppdebreuck