Square Root LASSO: Well-posedness, Lipschitz stability and the tuning trade off

Aaron Berk, Simone Brugiapaglia, Tim Hoheisel

This paper studies well-posedness and parameter sensitivity of the Square Root LASSO (SR-LASSO), an optimization model for recovering sparse solutions to linear inverse problems in…