The Phase Space of Interactions and the Hebb Rule in the Neural Netwark Models
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概要
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We study the phase space of couplings in neural network models by introducing the overlap with the Hebb rule. Replica calculations and numerical calculations have been performed for both spherical and Ising constraints of the couplings. For small capacity, we find that the Hebb couplings are very close to the Maximally Stable Network (MSK) in both couplings. Further, in the Ising coupling, westudy both the replica symmetric and the one-step replica symmetry vreaking solutions and discuss which of these solutions is appropriate in several regions in the space of the temperature cna the capacity by analyzing numerical results obtained by the enumeration method.
- 理論物理学刊行会の論文
- 1996-02-25
著者
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Uezu Tatsuya
Department Of Physics Nara Women's University
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NOKURA Kazuo
Shonan Institute of Technology
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Uezu Tatsuya
Department Of Physics Kyoto University
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UEZU Tatsuya
Graduate School of Human Culture, Nara Women's University
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