Cataltepe, 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 http://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. |
| Record Number: | CaltechAUTHORS:20111201-140641206 |
| Persistent URL: | http://resolver.caltech.edu/CaltechAUTHORS:20111201-140641206 |
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| 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: | 26 Dec 2012 14:33 |
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