In this paper, we propose a structured multiple-index model (SMIM) for ultrahigh-dimensional data analysis. The proposed model takes many commonly used semiparametric models as special cases, ...

This is a preview. Log in through your library . Abstract In this article, we study a partially linear single-index model for longitudinal data under a general framework which includes both the sparse ...