DocumentCode
1417456
Title
On the number of spurious memories in the Hopfield model [neural network]
Author
Bruck, Jehoshua ; Roychowdhury, Vwani P.
Author_Institution
IBM Res. Div., San Jose, CA, USA
Volume
36
Issue
2
fYear
1990
fDate
3/1/1990 12:00:00 AM
Firstpage
393
Lastpage
397
Abstract
The outer-product method for programming the Hopfield model is discussed. The method can result in many spurious stable states-exponential in the number of vectors that are to be stored-even in the case when the vectors are orthogonal
Keywords
content-addressable storage; information theory; neural nets; Hopfield model; associative memory; neural network; orthogonal vectors; outer-product method; spurious memories; spurious stable states; Associative memory; Computer networks; Convergence; Discrete time systems; Hopfield neural networks; Intelligent networks; Neural networks; Neurons; Performance evaluation; Symmetric matrices;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/18.52486
Filename
52486
Link To Document