Malzahn, Dorthe and Opper, Manfred (2002). A variational approach to learning curves. Advances in Neural Information Processing Systems, 14 ,
Abstract
We combine the replica approach from statistical physics with a variational approach to analyze learning curves analytically. We apply the method to Gaussian process regression. As a main result we derive approximative relations between empirical error measures, the generalization error and the posterior variance.
Divisions: | Aston University (General) |
---|---|
Additional Information: | Copyright of Massachusetts Institute of Technology Press (MIT Press). Available from Google Scholar. |
Uncontrolled Keywords: | Gaussian process regression,generalization error,posterior variance |
Publication ISSN: | 1049-5258 |
Last Modified: | 30 Sep 2024 09:38 |
Date Deposited: | 09 Sep 2009 10:48 |
Full Text Link: | |
Related URLs: |
http://mitpress ... type=2&tid=8782
(Publisher URL) |
PURE Output Type: | Article |
Published Date: | 2002-09 |
Authors: |
Malzahn, Dorthe
Opper, Manfred |