On Naive Mean-Field Approximation for high-dimensional canonical GLMs

Sumit Mukherjee, Jiaze Qiu, Subhabrata Sen

We study the validity of the Naive Mean Field (NMF) approximation for canonical GLMs with product priors. This setting is challenging due to the non-conjugacy of the likelihood and…