Repro Samples Method for Model-Free Inference in High-Dimensional Binary Classification

Xiaotian Hou, Peng Wang, Minge Xie +1

This paper presents a novel method for statistical inference in high-dimensional binary models with unspecified structure, where we leverage a (potentially misspecified) sparsity-c…