Retrieval dynamics of associative memory of the Hopfield type

H. Nishimori, T. Ozeki

研究成果: Article査読

36 被引用数 (Scopus)

抄録

The authors have investigated the dynamics of retrieval processes of an associative memory of the Hopfield type (1982). For synchronous dynamics, they have generalized the theory of Amari and Maginu (1988), which enables them to treat the intermediate processes of memory retrieval in terms of a few simple macrovariables to the finite-temperature case. The resulting phase diagram in the equilibrium limit agrees qualitatively well with that from equilibrium statistical mechanics. They have carried out Monte Carlo simulations to clarify the limit of applicability of their theory. They have found that their basic assumption, an independent Gaussian distribution of the noise term with a time-dependent variance, is satisfied if the network succeeds in retrieval. When retrieval fails, the distribution of noise is non-Gaussian from very early stages of time development. For asynchronous dynamics, they propose a time-dependent Ginzburg-Landau approach, which simply expresses a downhill motion of the network in the free energy landscape. The resulting flow diagram in a phase space describes the behaviour of the network when it is close to equilibrium.

本文言語English
論文番号013
ページ(範囲)859-871
ページ数13
ジャーナルJournal of Physics A: Mathematical and General
26
4
DOI
出版ステータスPublished - 1993 12 1
外部発表はい

ASJC Scopus subject areas

  • Statistical and Nonlinear Physics
  • Mathematical Physics
  • Physics and Astronomy(all)

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