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• W2095425517 abstract "Stability and encoding properties of two-layer nonlinear feedback neural networks are examined. Bidirectionality is introduced in neural nets to produce two-way associative search for stored associations. The bidirectional associative memory (BAM) is the minimal two-layer nonlinear feedback network. The author proves that every n-by-p matrix M is a bidirectionally stable heteroassociative content-addressable memory for both binary/bipolar and continuous neurons. When the BAM neutrons are activated, the network quickly evolves to a stable state of two-pattern reverberation, or resonance. The stable reverberation corresponds to a system energy local minimum. Heteroassociative information is encoded in a BAM by summing correlation matrices. The BAM storage capacity for reliable recall is roughly m<min (n,p). It is also shown that it is better on average to use bipolar (-1,1) coding than binary" @default.
• W2095425517 created "2016-06-24" @default.
• W2095425517 creator A5065383312 @default.
• W2095425517 date "1988-01-01" @default.
• W2095425517 modified "2023-10-09" @default.
• W2095425517 title "Bidirectional associative memories" @default.
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• W2095425517 doi "https://doi.org/10.1109/21.87054" @default.
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