一般化学習ネットワークの教師付き学習による連想記憶モデルの構築 Associative Memory Constructed by Learning of Universal Learning Networks

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著者

    • 平澤 宏太郎 HIRASAWA Kotaro
    • 早稲田大学大学院情報生産システム研究科 Waseda University Graduate School of Information, Production, and Systems, Waseda University
    • 渋田 敬子 SHIBUTA Keiko
    • 九州大学大学院システム情報科学研究科 Kyushu University Graduate School of Information Science and Electrical Engineering
    • 大田 典子 OTA Noriko
    • 早稲田大学大学院情報生産システム研究科 Waseda University Graduate School of Information, Production, and Systems, Waseda University

抄録

Since the first neuron model was proposed, a lot of Neural Networks have been devised and been put into lots of practical uses. It is also true in the field of associative memory. Although so many useful memory models have been devised, there are still some problems, such as the limitation of storage capacity or too small attractor size to be stored.<br>In this paper, to solve the above problems, a novel associative memory is proposed. Its unique features are, (1) the memory network is obtained by training network parameters, (2) the size of the attractor of each stored memory can be controlled, and (3) some redundant nodes are introduced into the memory network in order to increase the storage capacity.<br>It is clarified from simulations that the proposed method can improve the memory functions, and can be applicable to the mutual associative memory easily.

収録刊行物

  • 電気学会論文誌. C, 電子・情報・システム部門誌 = The transactions of the Institute of Electrical Engineers of Japan. C, A publication of Electronics, Information and System Society

    電気学会論文誌. C, 電子・情報・システム部門誌 = The transactions of the Institute of Electrical Engineers of Japan. C, A publication of Electronics, Information and System Society 124(11), 2359-2367, 2004-11-01

    一般社団法人 電気学会

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各種コード

  • NII論文ID(NAID)
    10013713927
  • NII書誌ID(NCID)
    AN10065950
  • 本文言語コード
    JPN
  • 資料種別
    ART
  • ISSN
    03854221
  • NDL 記事登録ID
    7137514
  • NDL 雑誌分類
    ZN31(科学技術--電気工学・電気機械工業)
  • NDL 請求記号
    Z16-795
  • データ提供元
    CJP書誌  NDL  J-STAGE 
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