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nondeterministic feature selection #105

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ppdebreuck opened this issue Oct 25, 2022 · 0 comments
Open

nondeterministic feature selection #105

ppdebreuck opened this issue Oct 25, 2022 · 0 comments

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@ppdebreuck
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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 !

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