An Easily Tunable Approach to Robust and Sparse High-Dimensional Linear Regression

Takeyuki Sasai, Hironori Fujisawa

Sparse linear regression methods such as Lasso require a tuning parameter that depends on the noise variance, which is typically unknown and difficult to estimate in practice. In t…