DocumentCode
1242471
Title
Sensitivity of equilibrium points in continuous-time Hopfield´s network
Author
Perfetti, Renzo
Author_Institution
Info-Com Dept., Rome Univ., Italy
Volume
6
Issue
2
fYear
1995
fDate
3/1/1995 12:00:00 AM
Firstpage
501
Lastpage
504
Abstract
The sensitivity of continuous-time Hopfield neural network is investigated. The relative sensitivity of hyperbolic equilibrium points, with respect to changes in the interconnections, is computed. Then it is shown that the minimum sensitivity of equilibria corresponds to the minimum scattering of weights about their mean value. This permits a selection among the many available synthesis methods for associative memories
Keywords
Hopfield neural nets; content-addressable storage; associative memories; continuous-time Hopfield´s network; equilibrium points sensitivity; minimum scattering of weights; Character recognition; Fuzzy sets; Fuzzy systems; IEEE Computer Society Press; Intelligent networks; Jacobian matrices; Machine intelligence; Neural networks; Pattern analysis; Testing;
fLanguage
English
Journal_Title
Neural Networks, IEEE Transactions on
Publisher
ieee
ISSN
1045-9227
Type
jour
DOI
10.1109/72.363488
Filename
363488
Link To Document