A comprehensive guideline for regularization-path variable selection in high-dimensional Gaussian linear regression

Perrine Lacroix, Mélina Gallopin, Marie-Laure Martin

This paper provides a comprehensive comparison of complete regularization-path-based variable selection procedures in high-dimensional Gaussian linear regression. Our simulation st…