Nonparametric regression encompasses a suite of methods that estimate relationships between predictors and responses without imposing a fixed functional form. Unlike parametric approaches, these ...

Nonparametric regression encompasses a class of statistical methods designed to estimate relationships between variables without assuming a predetermined functional form. By allowing the data to ...

We study distribution-free, non-parametric prediction bands with a focus on their finite sample behaviour. First we investigate and develop different notions of finite sample coverage guarantees. Then ...