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Imitation of honey bees’ concept learning processes using Vector Symbolic Architectures

Authors :
Kleyko, Denis
Osipov, Evgeny
Gayler, Ross W.
Khan, Asad I.
Dyer, Adrian G.
Source :
Biologically Inspired Cognitive Architectures; October 2015, Vol. 14 Issue: 1 p57-72, 16p
Publication Year :
2015

Abstract

This article presents a proof-of-concept validation of the use of Vector Symbolic Architectures as central component of an online learning architectures. It is demonstrated that Vector Symbolic Architectures enable the structured combination of features/relations that have been detected by a perceptual circuitry and allow such relations to be applied to novel structures without requiring the massive training needed for classical neural networks that depend on trainable connections.

Details

Language :
English
ISSN :
2212683x
Volume :
14
Issue :
1
Database :
Supplemental Index
Journal :
Biologically Inspired Cognitive Architectures
Publication Type :
Periodical
Accession number :
ejs36836472
Full Text :
https://doi.org/10.1016/j.bica.2015.09.002