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'1/C' syntax for lambda_name in StabilitySelection class #28

@a-n-ermakov

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@a-n-ermakov

Different estimators have different penalty param names, and also have different meanings:

  • alpha param in Lasso is a regularization strength (for bigger values of alpha regularization strength is ascending)
  • C param in LogisticRegression and SVM is a opposition of regularization strength (for bigger values of C regularization strength is descending)

Besides that, plot_stability_path generates different plots for such estimators (shrinking on left or right sides of plot).

Using 1/C syntax it's possible to synchronize these meanings and make it more intuitive.

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