Nonparametric Regression and Error Covariance Function Estimation -- Beyond Short-Range Dependence

Sisheng Liu, Xiaoli Kong

In nonparametric regression analysis, errors are possibly correlated in practice, and neglecting error correlation can undermine most bandwidth selection methods. When no prior kno…