Near-Linear Time Local Polynomial Nonparametric Estimation with Box Kernels

Yining Wang, Yi Wu, Simon S. Du

Local polynomial regression (Fan and Gijbels 1996) is an important class of methods for nonparametric density estimation and regression problems. However, straightforward implement…