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math.ST2022★ 1 cited
Confidence intervals for nonparametric regression
David Barrera
We demonstrate and discuss nonasymptotic bounds in probability for the cost of a regression scheme with a general loss function from the perspective of the Rademacher theory, and f…
math.ST2021
Generalization bounds for nonparametric regression with mixing samples
David Barrera, Emmanuel Gobet
In this paper we present a series of results that permit to extend in a direct manner uniform deviation inequalities of the empirical process from the independent to the dependent…