BASIN OF ATTRACTION IN NETWORKS OF MULTISTATE NEURONS

Authors
Citation
M. Bouten et A. Engel, BASIN OF ATTRACTION IN NETWORKS OF MULTISTATE NEURONS, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics, 47(2), 1993, pp. 1397-1400
Citations number
17
ISSN journal
1063651X
Volume
47
Issue
2
Year of publication
1993
Pages
1397 - 1400
Database
ISI
SICI code
1063-651X(1993)47:2<1397:BOAINO>2.0.ZU;2-7
Abstract
The retrieval dynamics of an extremely diluted network of three-state neurons designed by the projection rule is investigated. Depending on the parameters of the model four different fixed points with different stability can exist. Only one of them corresponds to full retrieval. It is discussed how the parameters of the model must be chosen in orde r to get perfect retrieval and large basins of attraction. Finally it is shown that a network of three-state neurons storing binary patterns has better retrieval properties than a network of binary neurons stor ing the same patterns.