NDLI: Two iterative encoding schemes for bidirectional associative memory

Content Provider	IEEE Xplore Digital Library
Author	Guo-Qing Hu Chung-Ping Kwong Zong-Ben Xu
Copyright Year	1994
Description	Author affiliation: Dept. of Inf. Eng., Chinese Univ. of Hong Kong, Shatin, Hong Kong (Guo-Qing Hu; Chung-Ping Kwong; Zong-Ben Xu)
Abstract	Two out-product-type encoding schemes for the bidirectional associative memory (BAM) are introduced which are based on the application of orthogonalization techniques for the stored pattern pairs. With symmetric synaptic connections, one of the schemes overcomes the well-known shortcoming of collapse in capacity which occurrs in most existing symmetric BAMs. The emerged nice saturation property of the scheme can be applied to estimate the storage capacity of Kosko's scheme (Kosko,1987,1988) numerically rather than statistically. Another encoding scheme yields asymmetric synaptic connections, and assures the complete recall of all linearly independent pattern pairs. Both theoretical analysis and simulations demonstrate that the proposed schemes outperform the existing BAMs in storage capacity, complexity and error-correction capability.<>
Starting Page	93
Ending Page	96
File Size	315081
Page Count	4
File Format	PDF
ISBN	078031865X
DOI	10.1109/SIPNN.1994.344957
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	1994-04-13
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Associative memory Neurons Neural networks Encoding Mathematics Autocorrelation Magnesium compounds Neurofeedback Pattern matching Convergence
Content Type	Text
Resource Type	Article

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