Statistical Learnability of Generalized Additive Models based on Total Variation Regularization

Shin Matsushima

A generalized additive model (GAM, Hastie and Tibshirani (1987)) is a nonparametric model by the sum of univariate functions with respect to each explanatory variable, i.e., $f({\m…