• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Analogical Learning / Inference / Reasoning: A study based on Neural-Network Ideas and Cognitive Science

Research Project

Project/Area Number 12680390
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKyushu Institute of Technology

Principal Investigator

YASUI Syozo  Kyushu Institute of Technology, Graduate School of Life Science and Systems Engineering, Professor, 大学院・生命体工学研究科, 教授 (50132741)

Co-Investigator(Kenkyū-buntansha) SUZUKI Hiroaki  Aoyama Gakuin University, Department of Education, Associate Professor, 文学部, 助教授 (50192620)
SHIMOZONO Shinichi  Kyushu Institute of Technology, Faculty of Computer Science and Systems Engineering, Associate Professor, 情報工学部, 助教授 (70243988)
Project Period (FY) 2000 – 2002
Project Status Completed (Fiscal Year 2002)
Budget Amount *help
¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 2002: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 2001: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 2000: ¥1,200,000 (Direct Cost: ¥1,200,000)
Keywordsanalogy / learning / inference / internal abstraction model / pruning / hidden unit / neural network / independent component analysis (ICA) / 独立分解解析(ICA)
Research Abstract

Earlier, S.Yasui (PI) presented a pruning algorithm called CSDF that is thought to be one form of the Principle of Redundancy Reduction which presumably underlies many of the real brain functions. This project has been devoted to refine/improve CSDF and also apply it mainly to the following two areas (A) and (B).
(A) Abstraction-Based Connectionist Analogy Processor (AB-CAP):
Analogy has been studied in various disciplines such as psychology, epistemology, pedagogy, science history, cognitive science and AI. Our AB-CAP is relatively simple. As a result of learning the training data, AB-CAP autonomously acquires an internal abstraction model as well as induces appropriate bindings between concrete and abstract entities. The internal model acts as an attractor of new relevant dataset, to allow AB-CAP to be able to deal with multiple analogy paradigms. These prospects have been successfully demonstrated with a number of examples.
(B) Independent Component Analysis (ICA) or Blind Source Separation(BSS):
ICA is a new useful IT innovation by which to extract otherwise unknown signals from their mixtures observed by sensors. Our method that came out from this project is fundamentally different from existing ones which are all based on information/probability theories. It uses the auto-encoder neural network which operates to minimize the error associated with the input-output identity mapping with the sensor signals as the input vector. CSDF is applied in the decoder part. The hidden nonlinear units that have survived the CSDF pruning will be the blind source extractors. Furthermore, the decoder matrix reconstructs the external mixing matrix, so that the entire decoder part is actually an internal model of the whole external situation. The method is characterized high adaptability and robustness, as has been shown by many simulation examples including real audio and visual data.

Report

(4 results)
  • 2002 Annual Research Report   Final Research Report Summary
  • 2001 Annual Research Report
  • 2000 Annual Research Report
  • Research Products

    (75 results)

All Other

All Publications (75 results)

  • [Publications] S.Yasui: "Connectionist analogical learning of relational isomorphism obscured by irrelevant relationships"Proc.of 6^<th> Int'l Conf.on Soft Computing. (CD-ROM). (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Fujimura: "Connectionist analogical inference on predicates and their arguments"Proc.of 7^<th> International Conference on Neural Information Processing. Vol.1. 482-487 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Ysui: "Abstraction based connectionist analogy processor"International Journal of Applied Mathematics and Computer Science. Vol.10 No.4. 791-812 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui: "A conventional auto-associative neural network separates blind sources without adding intentional algorithms other than pruning"Neural Networks for Signal Processing XI (Eds.D.J.Miller et al.) IEEE Press. 313-322 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 安井湘三: "刈込み付きオートエンコーダはBlind Source Separationを自動的/適応的に行う"日本神経回路学会第11回全国大会講演論文集. 151-152 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui: "Adaptive blind source separation by auto-associative neural network with pruning"Proc.of 8^<th> Int'l Conf.on Neural Information Processing. Vol.2. 807-812 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasyui: "Blind source separation by auto-encoder neural network with structure pruning"Proc.of International Invitational Workshop on Intelligent interface Devices. 55-58 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasyui: "Blind source separation by sensor-signal identity mapping with hidden-layer pruning"Proc.of 2002 International Joint Conf.on Neural Networks. Vol.2. 1305-1309 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui: "Picture blind source separation by auto-encoder identity mapping with structural pruning"Proc.of 9^<th> International Conf.on Neural Information Processing. Vol.3. 1393-1397 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 高橋俊太郎: "構造刈り込み付きニューラル・オートエンコーダによる混合画像の分離"日本神経回路学会第12回全国大会講演論文集. 45-48 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 徳永憲洋: "モジュール競合学習による自己組織化マップ"日本神経回路学会第12回全国大会講演論文集. 315-318 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 中村 洋: "刈り込み付きオートエンコーダを用いた独立信号分離抽出の適応性とロバスト性"日本神経回路学会第12回全国大会講演論文集. 137-140 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] N.Sugimoto: "Constructive learning of contex-free language with a subpansive tree"Proc.of 5^<th> International Colloquium on Grammatical Inference. 270-283 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 安倍潤一郎: "テキストデータからの高速データマイニング"人工知能学会誌. Vol.15 No.4. 618-628 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Shimozono: "Efficient discovery of optimal word-association patterns on large text databases"New Generation Computing, Ohmsha, Ltd.and Springer-Verlag. 49-60 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Arimura: "Text data mining : Discovery of important keywords in the cyberspace"Proc.of 2000 Kyoto International conf.on Digital Libraries. 121-126 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] K.Taniguchi: "Mining semi-structured data by path expressions"Proc.of 4^<th> International Conf.on Discovery Science. 378-388 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Hori: "Fragmentary pattern matching : Complexity, algorithms and applications for analyzing classic literary works"Proc.of 12^<th> International Conference on Algorithm and Complexity. 719-730 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 宮崎美智子: "人間の洞察プロセスにおける諸制約の緩和"人工知能学会基礎論. SGI-FAI-A001. 7-12 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] N.Kuriyama: "The effects of abstraction instructions on mathematical problem-solving"Proc.of International Conf.on Psychology. 69-78 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 鈴木宏昭: "ダイナミックな相互作用による創発としての洞察:機能レベルモデルからの示唆"脳の科学. Vol.23. 545-552 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Suzuki: "Cue-readiness in insight problem-solving"Proc.of 23rd Annual Meeting of the Cognitive Science Society. 1012-1017 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 鈴木宏昭: "思考のダイナミックな性質の解明に向けて"認知学会. Vol.8. 212-225 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 鈴木宏昭: "人間の推論"人工知能学会誌. Vol.16. 858-865 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 鈴木 宏昭: "思考と相互作用.認知科学の新展開II「コミュニケーションと思考」"岩波書店. (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 大西 仁: "類似から見た心(認知科学の探究シリーズ)"共立出版. (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui., T.Watanabe.: "Connectionist analogical learning of relational isomorphism obscured by irrelevant relationships"Proc.of 6^<th> Int'l Conf. On Soft Computing. CD-ROM. (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Fujimura., S.Yasui.: "Connectionist analogical inference on predicates and their arguments"Proc.of 7^<th> Int'l Conf. on Neural Information Processing. 1. 482-487 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui.: "Abstraction based connectionist analogy processor"Int'l J. of Applied Mathematics and Computer Science. 10, No.4. 791-812 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui.: "Adaptive blind source separation by auto-associative neural network with pruning"Proc.of 8^<th> Int'l Conf. on Neural Information Processing. 2. 807-812 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui.: "Blind source separation by auto-encoder neural network with structure pruning"Proc.of Int'l Invitational Workshop on Intelligent Interface Devices. 55-58 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui.: "Blind source separation by sensor-signal identity mapping with hidden-layer pruning"Proc.of 2002 Int'l Joint Conf. on Neural Networks. 2. 1305-1309 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui., S.Takahashi., T.Furukawa.: "Picture blind source separation by auto-encoder identity mapping with structural pruning"Proc.of 9^<th> Int'l Conf. on Neural Information Processing. 3. 1393-1397 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] N.Sugimoto., S.Shimozono.: "Constructive learning of context-free language with a subpansive tree"Proc.of the 5^<th> Int'l Colloquium on Grammatical Inference. 270-283 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Shimozono., H.Arimura., S.Arikawa.: "Efficient discovery of optimal word-association patterns in large text databases"New Generation Computing, Ohmsha, Ltd. And Springer Verlag. 18. 49-60 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Arimura., J.Abe., R.Fujino., H.Sakamoto., S.Shimozono.: "Text data mining: Discovery of important keywords in the cyberspace"Proc.of 2000 Kyoto International Conf. On Digital Libraries. 121-126 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] K.Taniguchi., H.Sakamoto., H.Arimura., S.Shimozono., S.Arikawa.: "Mining semi-structured data by path expressions"Proc.of the 4^<th> International Conf. on Discovery Science. 378-388 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Hori., S.Shimozono., M.Takeda., A.Shinohara.: "Fragmentary pattern matching: Complexity, algorithms and applications for analyzing classic literary works"Proc.of 12^<th> International Conference on Algorithm and Complexity. 719-730 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] N.Kuriyama., H.Suzuki.: "The effect of abstraction instructions on mathematical problem-solving"Proc.of Int'l Conf on Psychology. 69-78 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Suzuki., K.Abe., K.Hiraki., M.Miyazaki.: "Cue-reading in insight problem solving"Proc.of 23^<rd> annual Meeting of the cognitive science society. 1012-1017 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.Yasui., Eds, D.J.Miller et al.: "A conventional auto-associative neural network separates blind sources without adding intentional algorithms other than pruning, Neural Networks for Signal Processing XI"IEEE Press. 313-322 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Syozo Yasui: "Blind source separation by sensor-signal identity mapping with hidden-layer pruning"Proc. Of 2002 International Joint Conference on Neural Networks. Vol.2. 1305-1309 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 高橋俊太郎: "構造刈り込み付きニューラル・オートエンコーダによる混合画像の分離"日本神経回路学会第12回全国大会講演論文集. 45-48 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 中村 洋: "刈り込み付きオートエンコーダを用いた独立信号分離抽出の適応性とロバスト性"日本神経回路学会第12回全国大会講演論文集. 137-140 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 徳永憲洋: "モジュール競合学習による自己組織化マップ"日本神経回路学会第12回全国大会講演論文集. 315-331 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Tetsuo Furukawa: "Nitric oxide controls the light adaptive chromatic difference in receptive field size of Horizontal cell network in carp retina"Experimental Brain Research. 147. 296-304 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Syozo Yasui: "Picture blind source separation by auto-encoder identity mapping with structural pruning"Proc. Of International Conference on Neural Information Processing. Vol.3. 1393-1397 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 徳永憲洋: "SOM型モジュラーネットワーク:モデル群関係の自己組織化マップ"電子情報通信学会技術研究報告. 102,628. 79-83 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 齊藤光俊: "競合モジュラーネットによる気象データ分類とモデル推定"電子情報通信学会技術研究報告. 102,628. 85-93 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 徳永憲洋: "モジュラーネットによるモデル群の自己組織化マップ"自己組織化マップ研究2003講演論文集. 37-42 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 植田一博: "課題分割の可視化によるインターフェース"認知科学. 9,260. 260-273 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 栗山直子: "類推的転位における類似性認知の変化"日本認知科学会第19回大会発表論文集. 140-141 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 阿部慶賀: "眼球運動に見る洞察問題解決過程における制約緩和"日本認知科学会第19回大会発表論文集. 154-155 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Syozo Yasui: "A conventional auto-associative neural network separates blind sources without adding intentional algorithms other than pruning"Neural Networks for Signal Processing XI. 313-322 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 安井湘三: "刈り込み付きオートエンコーダはBlind Source Separationを自動的/適応的に行う"日本神経回路学会第11回全国大会講演論文集. 151-152 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Syozo Yasui: "Blind source separation by auto-associative neural network with pruning"Proc. Of 8^<th> International Conference on Neural Information Processing. Vol.2. 807-812 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Syozo Yasui: "Optimum modularization, analogical reasoning and blind source separation, based on connectionist's principle of redundancy reduction"Proc. Of l^<st> Postech-Kyutech Joint Workshop on Neuroinformatics. 12-13 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Syozo Yasui: "Blind source separation by auto-encoder neural network with structure pruning"Proc. Of International Invitational Workshop on Intelligent Interface Devices. 55-58 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] Syozo Yasui: "Blind source separation by sensor-signal identity mapping with hidden-layer pruning"Proc. Of International Joint Conference on Neural Networks. (in press). (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 鈴木宏昭: "思考のダイナミックな性質の解明に向けて"認知科学. 8. 212-225 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 鈴木宏昭: "人間の推論"人工知能学会誌. 16. 858-865 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 鈴木宏昭: "ダイナミックな相互作用による創発としての洞察;機能レベルモデルからの示唆"脳の科学. 23. 545-552 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Suzuki, Abe, Hiraki, Miyazaki: "Cue-readiness in insight problem solving"Proceedings of the 23^<rd> Annual Conference of Cognitive Science Society. 1012-1017 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] K.Taniguchi: "Mining semi-structured data by path expressions"Proc. Of 4^<th> International Conference on Discovery Science. 378-388 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] H.Hori: "Fragmentary pattern matching : Complexity, algorithms and applications for analyzing classic literary works"Proc. Of 12^<th> International Conference on Algorithm and complexity. 719-730 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 鈴木宏昭: "「思考と相互作用」 認知科学の新展開2「コミュニケーションと思考」"岩波書店. 39 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 大西仁, 鈴木宏昭: "類似から見た心"共立出版. 252 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] S.Yasui: "Analogical learning of relational isomorphism obscured by irrelevant relationships"Proc.of 6^<th> Int'l Conf.on Soft Computing (IIZUKA 2000). (CD-ROM). (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Fujimura: "Connectionist analogical inference on predicates and their arguments"Proc.of 7^<th> Int'l Conf.on Neural Information Processing (ICONIP 2000). Vol.1. 482-487 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] S.Yasui: "Connectionist analogy processor (CAP)"Int'l Journal of Applied Mathematics and Computer Science. Vol.10 No.4. 791-812 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] N.Sugimoto: "Constructive learning of context-free language with a subpansive tree"Proc.of the 5^<th> Int'l Colloquium on Grammatical Inference. 270-283 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 阿部潤一郎: "テキストデータからの高速データマイニング"人工知能学会誌. Vol.15 No.4. 618-628 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] N.Kubo: "A simple and quick approximation algorithm for traveling salesman in the plane"Proc.of 11^<th> Int'l Conf.on Algorithms and Computation. 216-227 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] N.Kuriyama: "The effects of abstraction instructions on mathematical problem-solving"Int'l Conf.on Psychology. 69-78 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 鈴木宏昭: "海保博之 編 瞬間情報処理の心理学 (ひらめくコツ)"福村出版. 256 (2000)

    • Related Report
      2000 Annual Research Report

URL: 

Published: 2000-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi