Nonregular and Minimax Estimation of Individualized Thresholds in High Dimension with Binary Responses

Huijie Feng, Yang Ning, Jiwei Zhao

Given a large number of covariates $Z$, we consider the estimation of a high-dimensional parameter $\theta$ in an individualized linear threshold ${\theta }^{T}Z$ for a continuous variable $X$,…