Wei Liu

Scalable Nonparametric Change-Plane Regression with Random Features: Estimation and Inference

Threshold and change-plane models provide a useful framework for capturing regime-dependent dynamics, but most existing approaches typically rely on scalar thresholds or linear splitting boundaries. We propose a scalable semiparametric change-plane regression framework that allows the regime boundary to depend nonlinea...