Lipschitz continuity of solution multifunctions of extended ${\ell }_1$ regularization problems

Kaiwen Meng, Pengcheng Wu, Xiaoqi Yang

The Lasso and the basis pursuit in compressed sensing and machine learning are convex optimization problems with three parameters: the regularization scalar, the observation vector…