Benign overfitting in linear regression

The phenomenon of benign overfitting is one of the key mysteries uncovered by deep learning methodology: deep neural networks seem to predict well, even with a perfect fit to noisy training data. Motivated by this phenomenon, we consider when a perfect fit to training data in linear regression is co...

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Bibliographic Details
Published in:Proceedings of the National Academy of Sciences - PNAS 2020-12, Vol.117 (48), p.30063-30070
Main Authors: Bartlett, Peter L., Long, Philip M., Lugosi, Gábor, Tsigler, Alexander
Format: Article
Language:English
Subjects:
Accuracy
Artificial neural networks
Benign
COLLOQUIUM PAPERS
Covariance
Machine learning
Neural networks
on the Science of Deep Learning
Physical Sciences
Predictions
Regression
Regression analysis
Statistics
Training
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