Abstract
We analyze the retrieval dynamics of analog ‘‘neural’’ networks with clocked sigmoid elements and multiple signal delays. Proving a conjecture by Marcus and Westervelt, we show that for delay-independent symmetric coupling strengths, the only attractors are fixed points and periodic limit cycles. The same result applies to a larger class of asymmetric networks that may be utilized to store temporal associations with a cyclic structure. We discuss implications for various learning schemes in the space-time domain.
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-14830-4 |
ISSN: | 0556-2791, 1050-2947 |
Language: | English |
Item ID: | 14830 |
Date Deposited: | 26. Mar 2013, 15:00 |
Last Modified: | 04. Nov 2020, 12:55 |