Çataltepe, Zehra and Abu-Mostafa, Yaser S. and Magdon-Ismail, Malik (1999) No Free Lunch for Early Stopping. Neural Computation, 11 (4). pp. 995-1009. ISSN 0899-7667. doi:10.1162/089976699300016557. https://resolver.caltech.edu/CaltechAUTHORS:20111201-140641206
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Abstract
We show that with a uniform prior on models having the same training error, early stopping at some fixed training error above the training error minimum results in an increase in the expected generalization error.
Item Type: | Article | |||||||||
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Additional Information: | © 1999 Massachusetts Institute of Technology. Received January 20, 1998; accepted August 6, 1998. Posted Online March 13, 2006. We thank members of the Caltech Learning Systems Group; Amir Atiya, Alexander Nicholson, Joseph Sill, and Xubo Song, for many useful discussions, and two anonymous referees for their comments that improved the presentation of this article. | |||||||||
Issue or Number: | 4 | |||||||||
DOI: | 10.1162/089976699300016557 | |||||||||
Record Number: | CaltechAUTHORS:20111201-140641206 | |||||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20111201-140641206 | |||||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | |||||||||
ID Code: | 28277 | |||||||||
Collection: | CaltechAUTHORS | |||||||||
Deposited By: | Tony Diaz | |||||||||
Deposited On: | 19 Jan 2012 21:47 | |||||||||
Last Modified: | 09 Nov 2021 16:55 |
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