How rotational invariance of common kernels prevents generalization in high dimensions

Konstantin Donhauser, Mingqi Wu, Fanny Yang. How rotational invariance of common kernels prevents generalization in high dimensions. In Marina Meila, Tong Zhang 0001, editors, Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event. Volume 139 of Proceedings of Machine Learning Research, pages 2804-2814, PMLR, 2021. [doi]

Abstract

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