Consistency of $ell _{1}$ Penalized Negative Binomial Regressions

We prove the consistency of the $ell_1$ penalized negative binomial regression (NBR). A real data application about German health care demand shows that the $ell_1$ penalized NBR produces a more concise but more accurate model, comparing to the classical NBR.