DocumentCode
88579
Title
Storing Sparse Messages in Networks of Neural Cliques
Author
Aliabadi, Behrooz Kamary ; Berrou, Claude ; Gripon, Vincent ; Xiaoran Jiang
Author_Institution
Electron. Dept., GET/ENST Bretagne, Brest, France
Volume
25
Issue
5
fYear
2014
fDate
May-14
Firstpage
980
Lastpage
989
Abstract
An extension to a recently introduced binary neural network is proposed to allow the storage of sparse messages, in large numbers and with high memory efficiency. This new network is justified both in biological and informational terms. The storage and retrieval rules are detailed and illustrated by various simulation results.
Keywords
content-addressable storage; information retrieval systems; neural nets; associative memory; binary neural network; error correcting code; machine learning; neural cliques networks; retrieval rules; sparse messages storage; Biological information theory; Dictionaries; Error correction codes; Indexes; Neural networks; Neurons; Robustness; Associative memory; error correcting code; machine learning; parsimony; recurrent neural network; sparse coding; sparse coding.;
fLanguage
English
Journal_Title
Neural Networks and Learning Systems, IEEE Transactions on
Publisher
ieee
ISSN
2162-237X
Type
jour
DOI
10.1109/TNNLS.2013.2285253
Filename
6658945
Link To Document