Overlapping cell assemblies from correlators.
Conference paper
Huyck, C. 2004. Overlapping cell assemblies from correlators. Conference. https://doi.org/10.1016/j.neucom.2003.08.003
Type | Conference paper |
---|---|
Title | Overlapping cell assemblies from correlators. |
Authors | Huyck, C. |
Abstract | This paper introduces compensatory learning and shows how it can lead to the formation of Cell Assemblies (CAs) that share neurons. The work starts with standard Hebbian learning then adds a compensatory modifier that forces the total synaptic weight leaving a neuron toward a constant. This enables overlapping CAs because neurons that are in multiple categories have reduced weight stopping Assemblies merging. This provides a biologically plausible learning rule that eases the ability of CAs to overlap. A more complex CA system based on this work, is being developed as part of a current EPSRC grant (EP/D059720/1). |
Keywords | Neural networks; Cell assemblies |
Research Group | Artificial Intelligence group |
Language | English |
Conference | Conference |
Proceedings Title | Neural Computing Letters |
ISSN | 0925-2312 |
Publication dates | |
01 Jan 2004 | |
Publication process dates | |
Deposited | 21 Aug 2008 |
Output status | Published |
Publisher's version | |
Additional information | Awaiting copyright clearance checking. JCA. 3.3.09. |
Web address (URL) | http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6V10-4B0SWVW-1&_user=10&_coverDate=01%2F31%2F2004&_rdoc=1&_fmt=&_orig=search&_sort=d&view=c&_acct=C000050221&_version=1&_urlVersion=0&_userid=10&md5=a54e3a35687e5d5d950328324c8e8189 |
Digital Object Identifier (DOI) | https://doi.org/10.1016/j.neucom.2003.08.003 |
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