Transients and asymptotics of natural gradient learning
| Contribuinte(s) |
Niklasson, L. Boden, M. Ziemke, T. |
|---|---|
| Data(s) |
01/09/1998
|
| Resumo |
We analyse natural gradient learning in a two-layer feed-forward neural network using a statistical mechanics framework which is appropriate for large input dimension. We find significant improvement over standard gradient descent in both the transient and asymptotic phases of learning. |
| Formato |
application/pdf |
| Identificador |
http://eprints.aston.ac.uk/1227/1/NCRG_98_008.pdf Rattray, Magnus and Saad, David (1998). Transients and asymptotics of natural gradient learning. IN: Proceedings of the 8th International Conference on Artificial Neural Networks. Niklasson, L.; Boden, M. and Ziemke, T. (eds) Springer. |
| Publicador |
Springer |
| Relação |
http://eprints.aston.ac.uk/1227/ |
| Tipo |
Book Section NonPeerReviewed |
