Statistical learnability of smooth boundaries via pairwise binary classification with deep ReLU networks

Hiroki Waida, Takafumi Kanamori

The topic of nonparametric estimation of smooth boundaries is extensively studied in the conventional setting where pairs of single covariate and response variable are observed. Ho…