Heterogeneous Overdispersed Count Data Regressions via Double Penalized Estimations

Shaomin Li, Haoyu Wei, Xiaoyu Lei

This paper studies the non-asymptotic merits of the double ${\ell }_1$-regularized for heterogeneous overdispersed count data via negative binomial regressions. Under the restricted e…