High-Dimensional Single-Index Models: Link Estimation and Marginal Inference

Kazuma Sawaya, Yoshimasa Uematsu, Masaaki Imaizumi

This study proposes a novel method for estimation and hypothesis testing in high-dimensional single-index models. We address a common scenario where the sample size and the dimensi…