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Machine Learning Approaches to the Analysis of Organizational Behaviors

Research Project

Project/Area Number 05680287
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionUniversity of Tsukuba

Principal Investigator

TERANO Takao  The University of Tsukuba, Dept.Socio-Economic Planning, Associate Professor, 社会工学系, 助教授 (20227523)

Project Period (FY) 1993 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1994: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1993: ¥1,300,000 (Direct Cost: ¥1,300,000)
KeywordsArtificial Intelligence / Distributed Artifical Intelligence / Machine Learning / Organizational Theory / Organizational Behaviors / Organizational Learning / Communication / Logic Programming / 説明に基づく学習
Research Abstract

The high productivity of Japanese production systems are well-known. Various analyzes have been carried out to explain the principles. However, conventional organization and management theory has not succeeded in the explanation. The theory should formally explain the mechanisms of such typical activities in Japanese companies as Kaizen, Nemawashi, and so on. The important but difficult features of these activities are that they heavily rely on informal information processing among members and cannot be quanititatively measured.
Recent advances in Artificial Intelligence have made it possible to re-examine Simon's approaches with physical symbol systems hypothesis. To develop a rigorous theory on organizational learing, therefore, AI symbolic approaches are promising because of their descriptive powers and capabilities of computer simulation.
In this project, first we discuss the requirements of AI models applicable to organizational theory.Second, in order to facilitate the analyzes, we propose a computational model : LPC.The model consists of a set of agents with (a) a knowledge base for learned concepts, (b) a knowledge base for the problem solving, (c) a prolog-based inference mechanisms, and (d) a set of beliefs on the reliability of the other agents. Each agent can improve its own problem solving capabilities by inductive and/or deductive learning on the given problems and by reinforcement learing on the reliability of communications among the other agents.
Several experimental systems of the model have been implemented in CESP and Prolog languages. Experiments were carried out to examine the feasibility of the machine learning mechanisms of agent for problem solving and communication capabilities. The experimental results suggest that the proposed model is executable for analyzing the learning mechanisms applicable to distributed knowledge systems.

Report

(3 results)
  • 1994 Annual Research Report   Final Research Report Summary
  • 1993 Annual Research Report
  • Research Products

    (33 results)

All Other

All Publications (33 results)

  • [Publications] Terano, T., Muro, Z.: "On-the-Fly Knowledge Base Refinement by a Classifier System." AI Communications. 7. 86-97 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "The JIPDEC Checklist-Based Guideline for Expert System Evaluation." International Journal of Intelligent Systems. 9. 893-925 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Kusunoki, F., Ono, S., Cho, D., Terano, T.: "Toward a Machine Learning Model for Distributed Knowledge Systems." Proc. 2nd Singapore International Conference on Intelligent Systems (SPICIS'94). B292-B297 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "Machine Learning Approaches towards Creative Concept Development for Advanced Decision Aids." Workshop for Cooperation between Japan and the United Kingdom on SOFT Science and Technology. 24-27 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "Learning from Problem Solving and Communication : A Computational Model for Distributed Knowledge Systems." Proc. FGCS'94, Workshop on Heterogeneous Cooperative Knowledge Bases. 153-164 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T. Yoshinaga, K.: "Analyzing Long-Chain Rules Extracted from a Learning Classifier System." Proc. Fuzz-IEEE/IFES'95. to Appear, March,1995. (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 寺野隆雄: "情報処理学会(編):コンパクト・エンサイクロペディア情報処理(分担 執筆;第8章エキスパートシステム).pp.286-307" オーム社, 551 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 寺野隆雄: "ファジィ・ニューロ・AIシステムハンドブック 5編7章,知識システム構築方法論.pp.408-428,(分担執筆)" オーム社, 1391 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Kusunoki, F., Ono, S., Cho, D., Terano, T.: "Toward a Machine Learing Model for Distributed Knowledge Systems." Proc.2nd Singapore International Conference on Intelligent Systems (SPICIS'94). B292-B297 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "Machine Learing Approaches towards Creative Concept Development for Advanced Decision Aids." Workshop for Cooperation between Japan and the United Kingdom on SOFT Science and Technology. 24-27 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "Learing from Problem Solving and Communication : A Computational Model for Distributed Knowledge Systems." Proc.FGCS'94, Workshop on Heterogeneous Cooperative Knowledge Bases. 153-164 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.Yoshinaga, K.: "Analyzing Long-Chain Rules Extracted from a Learning Classifier System." Proc.Fuzz-IEEE/IFES'95, March. (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T., Muro, Z.: "On-the-Fly Knowledge Base Refinement by a Classifier System." Al Communications. Vol.7, No.2. 86-97 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "The JIPDEC Checklist-Based Guideline for Expert System Evaluation." International Journal of Intelligent Systems. Vol.9, No.9. 893-925 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "Validating the Performance of a Case-Based Reasoning System." AAAI-93 Workshop on Validation and Verification of Knowledge-Based Systems.38-43 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano, T.: "Requirements of Al Models Applicable to Organizational Learning Theory and Two Related Examples." AAAI-93 Workshop on AI Theories of Groups and Organizations : Conceptual and Empirical Research.92-95 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Suzuki, T., Kudo, R., Ikami, K., Iida, K., Terano, T.: "QUALTES : A Domain Specific Tool for Electric Power Stations." Proc.IJCAI-93. 1703 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Kudo, R., Terano, T.: "Toward a Decision Aid for Product Concept Design-Applying Analogical Reasoning Techniques-." Proc.2nd Japan/Korea Joint Conference on Expert Systems(JKJCES'94). 225-228 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Terano,T.,Muro,Z.: "On-the-Fly Knowledge Base Refinement by a Classifier System." AI Communications. 7. 86-97 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Terano,T.: "The JIPDEC Checklist-Based Guideline for Expert System Evaluation." International Journal of Intelligent Systems. 9. 893-925 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Kusunoki,F.,Ono,S.,Cho,D.,Terano,T.: "Toward a Machine Learning Model for Distributed Knowledge Systems." Proc.2nd Singapore International Conference on Intelligent Systems(SPICIS'94). B292-B297 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Terano,T.: "Machine Learning Approaches towards Creative Concept Development for Advanced Decision Aids." Workshop for Cooperation between Japan and the United Kingdom on SOFT Science and Technology. 24-27 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Terano,T.: "Learning from Problem Solving and Communication: A Computational Model for Distributed Knowledge Systems." Proc. FGCS'94,Workshop on Heterogeneous Cooperative Knowledge Bases. 153-164 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Terano,T.Yoshinaga,K.: "Analyzing Long-Chain Rules Extracted from a Learning Classifier System." Proc. Fuzz-IEEE/IFES'95. (to Appear,March,1995). (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] 寺野隆雄: "情報処理学会(編):コンパクト・エンサイクロペディア情報処理(分担執筆;第8章エキスパートシステム).pp.286-307" オーム社, 551 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 寺野隆雄: "ファジィ・ニューロ・AIシステムハンドブック5編7章,知識システム構築方法論.pp.408-428,(分担執筆)" オーム社, 1391 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Terano,T.: "Requirements of AI Models Applicable to Organizational Learning Theory and Two Related Examples." AAAI-93 Workshop on AI Theories of Groups and Organizations: Conceptual and Empirical Research. 92-95 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 楠房子,趙東一,小野成志,寺野隆雄: "分散協調型モデルにおける自己組織化の検討" 計測自動制御学会 第18回知能システムシンポジウム. 181-186 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 寺野隆雄: "知識ベース技術標準化の動向と課題" 人工知能学会誌. 9-1. 29-33 (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 小林重信,寺野隆雄: "知能システム技術の展望" 計測と制御. 33-1. 1-8 (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] Terano,T.,Muro,Z.: "On-the-Fly Knowledge Base Refinement by a Classifier System." Proc.2nd World Congress on Expert Systems. (未定). (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] Cho.D.,Kusunoki,F.,Ono,S.,Terano,T.: "Developing a Multi-Agent Model for Distributed Knowledge Systems." Proc.2nd Int.Conf.on Expert Systems for Development. (未定). (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 寺野隆雄: "知識システム開発方法論" 朝倉書店, 148 (1993)

    • Related Report
      1993 Annual Research Report

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Published: 1993-04-01   Modified: 2016-04-21  

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