Just interpolate: Kernel “Ridgeless” regression can generalize

© Institute of Mathematical Statistics, 2020. In the absence of explicit regularization, Kernel “Ridgeless” Regression with nonlinear kernels has the potential to fit the training data perfectly. It has been observed empirically, however, that such interpolated solutions can still generalize well on...

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Bibliographic Details
Main Authors: Liang, Tengyuan, Rakhlin, Alexander
Other Authors: Massachusetts Institute of Technology. Institute for Data, Systems, and Society
Format: Article
Language:English
Published: Institute of Mathematical Statistics 2021
Online Access:https://hdl.handle.net/1721.1/138308