A LEARNING-PROCESS OF A STOCHASTIC FEEDFORWARD NEURAL-NETWORK

Citation
S. Fujiki et Nm. Fujiki, A LEARNING-PROCESS OF A STOCHASTIC FEEDFORWARD NEURAL-NETWORK, Journal of the Physical Society of Japan, 64(3), 1995, pp. 757-765
Citations number
9
Categorie Soggetti
Physics
ISSN journal
00319015
Volume
64
Issue
3
Year of publication
1995
Pages
757 - 765
Database
ISI
SICI code
0031-9015(1995)64:3<757:ALOASF>2.0.ZU;2-E
Abstract
A positive reinforcement type learning algorithm is formulated for a s tochastic feed-forward neural network by minimizing a relative entropi c measure, and a learning equation similar to that of the Boltzmann ma chine is obtained. The learning of the network actually shows a simila r result to that of the Boltzmann machine in the classification proble ms of AND and XOR, by numerical experiments.