GENERALIZATION IN MULTILAYER NETWORKS OF SIGMA-PI UNITS

Authors
PENNY WD STONHAM TJ
Citation
Wd. Penny et Tj. Stonham, GENERALIZATION IN MULTILAYER NETWORKS OF SIGMA-PI UNITS, IEEE transactions on neural networks, 6(2), 1995, pp. 506-508
Citations number
7
Categorie Soggetti
Computer Application, Chemistry & Engineering","Engineering, Eletrical & Electronic","Computer Science Artificial Intelligence","Computer Science Hardware & Architecture","Computer Science Theory & Methods
Journal title
IEEE transactions on neural networks → ACNP
ISSN journal
10459227
Volume
6
Issue
2
Year of publication
1995
Pages
506 - 508
Database
ISI
SICI code
1045-9227(1995)6:2<506:GIMNOS>2.0.ZU;2-A
Abstract
This letter investigates a method for predicting the generalization er ror that a multi-layer network of Sigma-pi units wilt, on average, exh ibit. Theoretical values are compared with those obtained by the compu ter simulation of small networks learning parity and contiguity functi ons.