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.
Different estimators have different penalty param names, and also have different meanings:
alphaparam in Lasso is a regularization strength (for bigger values ofalpharegularization strength is ascending)Cparam in LogisticRegression and SVM is a opposition of regularization strength (for bigger values ofCregularization strength is descending)Besides that,
plot_stability_pathgenerates different plots for such estimators (shrinking on left or right sides of plot).Using
1/Csyntax it's possible to synchronize these meanings and make it more intuitive.