Pointwise and uniform moderate deviations for nonparametric regression function estimator on functional data

Abstract

In this paper we establish moderate deviations of regression function estimator on functional data. The pointwise moderate deviation principles of Nadaraya–Watson type estimator is considered by exponential equivalence. Depending on the Vapnik–Chervonenkis size of the class, the uniform moderate deviations are also obtained.