For the past two decades, the single-index model, a special case of projection pursuit regression, has proven to be an efficient way of coping with the high-dimensional problem in nonparametric ...

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 ...