EQUILIBRIUM PROPERTIES OF THE LINEAR PERCEPTRON

Authors
FONTANARI JF
Citation
Jf. Fontanari, EQUILIBRIUM PROPERTIES OF THE LINEAR PERCEPTRON, Journal of physics. A, mathematical and general, 26(22), 1993, pp. 6147-6160
Citations number
22
Categorie Soggetti
Physics
Journal title
Journal of physics. A, mathematical and general → ACNP
ISSN journal
03054470
Volume
26
Issue
22
Year of publication
1993
Pages
6147 - 6160
Database
ISI
SICI code
0305-4470(1993)26:22<6147:EPOTLP>2.0.ZU;2-9
Abstract
We study the equilibrium properties of the real weights linear percept ron within the replica formalism Framework, focusing on the effects of the normalization of the weights on the learning and generalization c apabilities of the network. We also investigate the effects of static noise corrupting the training data and of dynamical noise acting on th e weights during the training stage.