ORCID: https://orcid.org/0000-0002-3836-565X; Li, Z. and Hemmen, Jan Leo van
(1991):
Statistical mechanics of temporal association in neural networks with transmission delays.
In: Physical review letters, Vol. 66, No. 10: pp. 1370-1373
[PDF, 183kB]

Abstract
We study the representation of static patterns and temporal sequences in neural networks with signal delays and a stochastic parallel dynamics. For a wide class of delay distributions, the asymptotic network behavior can be described by a generalized Gibbs distribution, generated by a novel Lyapunov functional for the determination dynamics. We extend techniques of equilibrium statistical mechanics so as to deal with time-dependent phenomena, derive analytic results for both retrieval quality and storage capacity, and compare them with numerical simulations.
Item Type: | Journal article |
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Form of publication: | Publisher's Version |
Faculties: | Biology > Department Biology II > Neurobiology |
Subjects: | 500 Science > 570 Life sciences; biology |
URN: | urn:nbn:de:bvb:19-epub-14829-2 |
ISSN: | 0031-9007 |
Language: | English |
Item ID: | 14829 |
Date Deposited: | 26. Mar 2013, 14:56 |
Last Modified: | 04. Nov 2020, 12:55 |