Don't Fall for Tuning Parameters: Tuning-Free Variable Selection in High Dimensions With the TREX

Johannes Lederer, Christian Müller

Lasso is a seminal contribution to high-dimensional statistics, but it hinges on a tuning parameter that is difficult to calibrate in practice. A partial remedy for this problem is…