Does data interpolation contradict statistical optimality?

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Mikhail Belkin, Alexander Rakhlin, Alexandre B. Tsybakov ;
Proceedings of Machine Learning Research, PMLR 89:1611-1619, 2019.

Abstract

We show that classical learning methods interpolating the training data can achieve optimal rates for the problems of nonparametric regression and prediction with square loss.

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