Efficient algorithm to select tuning parameters in sparse regression modeling with regularization

Kei Hirose, Shohei Tateishi, Sadanori Konishi

In sparse regression modeling via regularization such as the lasso, it is important to select appropriate values of tuning parameters including regularization parameters. The choic…