STATICS AND DYNAMICS OF AN ASHKIN-TELLER NEURAL-NETWORK WITH LOW LOADING

Citation
D. Bolle et P. Kozlowski, STATICS AND DYNAMICS OF AN ASHKIN-TELLER NEURAL-NETWORK WITH LOW LOADING, Journal of physics. A, mathematical and general, 31(30), 1998, pp. 6319-6332
Citations number
11
Categorie Soggetti
Physics,"Physycs, Mathematical
ISSN journal
03054470
Volume
31
Issue
30
Year of publication
1998
Pages
6319 - 6332
Database
ISI
SICI code
0305-4470(1998)31:30<6319:SADOAA>2.0.ZU;2-8
Abstract
An Ashkin-Teller neural network, allowing for two types of neurons is considered in the case of low loading as a function of the strength of the respective couplings between these neurons. The storage and retri eval of embedded patterns built from the two types of neurons, with di fferent degrees of (in)dependence is studied. In particular, thermodyn amic properties including the existence and stability of Mattis states are discussed. Furthermore, the dynamic behaviour is examined by deri ving flow equations for the macroscopic overlap. It is found that for linked patterns the model shows better retrieval properties than a cor responding Hopfield model.