Law of the Iterated Logarithm and Model Selection Consistency for GLMs with Independent and Dependent Responses

Xiaowei Yang, Shuang Song, Huiming Zhang

We study the law of the iterated logarithm (LIL) for the maximum likelihood estimation of the parameters (as a convex optimization problem) in the generalized linear models with in…