Capacity of Second-Order Bidirectional Associative Memory with Finite Neuron Numbers
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概要
- 論文の詳細を見る
This paper describes relation between the number of library pairs and error probability to have all the pairs as fixed points for second-order bidirectional associative memory (BAM). To estimate accurate error probability, three methods have been compared; (a) Gaussian approximation, (b) characteristic function method, and (c) Hermite Gaussian apptoximation (proposed by this paper). Comparison shows that Gaussian approximation is valid for the larger numbers of neurons in both two layers than 1000. While Hermite Gaussian approximation is applicable for the larger number of neurons than 30 when Hermite polynomials up to 8th are considered. Capacity of second-order BAM at the fixed error probability is estimated as the function of the number of neurons.
- 社団法人電子情報通信学会の論文
- 1997-11-25
著者
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Kobayashi K
Toyama Prefectural Univ. Toyama‐ken Jpn
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Kobayashi Kensuke
The Author Is With Lecroy Corp.
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Kobayashi K
The Author Is With Lecroy Corp.
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KAWABATA Yutaka
Computer and Network Systems Core, Kanazawa Institute of Technology
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DAIDO Yoshimasa
Computer and Network Systems Core, Kanazawa Institute of Technology
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KOBAYASHI Kaname
Computer and Network Systems Core, Kanazawa Institute of Technology
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HATTORI Shimmi
Computer and Network Systems Core, Kanazawa Institute of Technology
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Hattori S
Kanazawa Inst. Of Technol. Ishikawa‐ken Jpn
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Daido Y
Kanazawa Institute Of Technology
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Kawabata Yutaka
Computer And Network Systems Core Kanazawa Institute Of Technology
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