On the Consistency of the Bias Correction Term of the AIC for the Non-Concave Penalized Likelihood Method

Yuta Umezu, Yoshiyuki Ninomiya

Penalized likelihood methods with an ${\ell }_{\gamma }$-type penalty, such as the Bridge, the SCAD, and the MCP, allow us to estimate a parameter and to do variable selection, simultaneously…