Decorrelated Local Linear Estimator: Inference for Non-linear Effects in High-dimensional Additive Models

Zijian Guo, Wei Yuan, Cun-Hui Zhang

Additive models play an essential role in studying non-linear relationships. Despite many recent advances in estimation, there is a lack of methods and theories for inference in hi…