Saad, David and Solla, Sara A. (1996). Dynamics of on-line gradient descent learning for multilayer neural networks. Advances in Neural Information Processing Systems, 8 , pp. 302-308.
Abstract
We consider the problem of on-line gradient descent learning for general two-layer neural networks. An analytic solution is presented and used to investigate the role of the learning rate in controlling the evolution and convergence of the learning process.
| Divisions: | College of Engineering & Physical Sciences > Systems analytics research institute (SARI) Aston University (General) |
|---|---|
| Additional Information: | Copyright of Massachusetts Institute of Technology Press (MIT Press) http://mitpress.mit.edu/mitpress/copyright/default.asp |
| Uncontrolled Keywords: | on-line,gradient descent learning,general two-layer neural networks,learning rate,learning process. |
| Publication ISSN: | 1049-5258 |
| Last Modified: | 30 Oct 2024 08:04 |
| Date Deposited: | 02 Jul 2009 11:37 |
| Full Text Link: | |
| Related URLs: |
http://mitpress ... type=2&tid=8421
(Publisher URL) |
PURE Output Type: | Article |
| Published Date: | 1996 |
| Authors: |
Saad, David
(
0000-0001-9821-2623)
Solla, Sara A. |
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