On Stein's Identity and Near-Optimal Estimation in High-dimensional Index Models

Zhuoran Yang, Krishnakumar Balasubramanian, Han Liu

We consider estimating the parametric components of semi-parametric multiple index models in a high-dimensional and non-Gaussian setting. Such models form a rich class of non-linea…