Non-asymptotic confidence regions on RKHS. The Paley-Wiener and standard Sobolev space cases

Fabrice Gamboa, Olivier Roustant

We consider the problem of constructing a global, probabilistic, and non-asymptotic confidence region for an unknown function observed on a random design. The unknown function is a…