Examples

Value and proximal operators of penalties

Value and proximal operators of penalties

Show U-curve of regularization

Show U-curve of regularization

Comparison of Lasso and Weighted Lasso

Comparison of Lasso and Weighted Lasso

Group Logistic regression in python

Group Logistic regression in python

Weighted Lasso with some zero weights

Weighted Lasso with some zero weights

Fast Sparse Group Lasso in python

Fast Sparse Group Lasso in python

Logistic regression with Elastic net and minimax concave penalties

Logistic regression with Elastic net and minimax concave penalties

Timing comparison between direct prox computation and reweighting

Timing comparison between direct prox computation and reweighting

Timing comparison with scikit-learn for Lasso

Timing comparison with scikit-learn for Lasso

Cross-Validation for Generalized Linear Models

Cross-Validation for Generalized Linear Models

Smooth Quantile Regression with QuantileHuber

Smooth Quantile Regression with QuantileHuber

Regularization paths for the Graphical Lasso and its Adaptive variation

Regularization paths for the Graphical Lasso and its Adaptive variation

Sparse recovery with non-convex penalties

Sparse recovery with non-convex penalties

Comparison of lifelines with skglm for survival analysis

Comparison of lifelines with skglm for survival analysis