Selection consistency of Lasso-based procedures for misspecified high-dimensional binary model and random regressors

Mariusz Kubkowski, Jan Mielniczuk

We consider selection of random predictors for high-dimensional regression problem with binary response for a general loss function. Important special case is when the binary model…