Sparse estimation via ${\ell }_q$ optimization method in high-dimensional linear regression

Xin Li, Yaohua Hu, Chong Li +2

In this paper, we discuss the statistical properties of the ${\ell }_q$ optimization methods $(0<q\le 1)$, including the ${\ell }_q$ minimization method and the ${\ell }_q$ regularization…