The existence of maximum likelihood estimate in high-dimensional binary response generalized linear models

Wenpin Tang, Yuting Ye

Motivated by recent works on the high-dimensional logistic regression, we establish that the existence of the maximum likelihood estimate exhibits a phase transition for a wide ran…