Robust Structured Estimation with Single-Index Models

Sheng Chen, Arindam Banerjee

Abstract: In this paper, we investigate general single-index models (SIMs) in high dimensions. Based on U-statistics, we propose two types of robust estimators for the recovery of model parameters, which can...