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
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.;
Journal_Title :
Neural Networks and Learning Systems, IEEE Transactions on
DOI :
10.1109/TNNLS.2013.2285253
