Weighted residual empirical processes, martingale transformations, and model specification tests for regressions with diverging number of parameters

Falong Tan, Xu Guo, Lixing Zhu

This paper explores hypothesis testing for the parametric forms of the mean and variance functions in regression models under diverging-dimension settings. To mitigate the curse of…