On the ${\ell }_1-{\ell }_q$ Regularized Regression

Han Liu, Jian Zhang

In this paper we consider the problem of grouped variable selection in high-dimensional regression using ${\ell }_1-{\ell }_q$ regularization ($1\le q\le \infty$), which can be viewed…