Penalized Estimation in Additive Regression with High-Dimensional Data

Zhiqiang Tan, Cun-Hui Zhang

Additive regression provides an extension of linear regression by modeling the signal of a response as a sum of functions of covariates of relatively low complexity. We study penal…