Local Linear Regression Methods and Their Robust Forms

Local linear regression methods and their robust forms are recognized as effective nonparametric smoothing techniques. Compared to popular kernel regression approaches, they offer superior advantages including higher asymptotic efficiency and stronger design adaptability. Moreover, local linear regression accommodates nearly all regression design scenarios without requiring boundary corrections.