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Higher Order Neurodynamics of Associative Memory for Sequential Patterns.

Authors :
Miyajima, Hiromi
Shigei, Noritaka
Yatsuki, Shuji
Source :
Advances in Neural Networks - ISNN 2009 (9783642015090); 2009, p886-894, 9p
Publication Year :
2009

Abstract

This paper describes higher order neurodynamics of associative memory for sequential patterns using a statistical method. First, the statistical analysis of direct correlations between the cross talk noise terms for higher order neural networks is made. Further, it is shown that storage capacities for k = 1, 2 and 3 dimensional cases are 0.263n, ]> and ]> , respectively, where n is the number of neurons and ]> means the combination of k from n. The result for the one dimensional case is in fairly general agreement with Meir΄s result, 0.269n, obtained by the replica theory. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783642015090
Database :
Complementary Index
Journal :
Advances in Neural Networks - ISNN 2009 (9783642015090)
Publication Type :
Book
Accession number :
76734211
Full Text :
https://doi.org/10.1007/978-3-642-01510-6_100