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A Research of machine learning of object oriented analysis knowledge by induvtive reasoning

Research Project

Project/Area Number 09680377
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionAoyama Gakuin University

Principal Investigator

HARADA Minoru  College of Science and Engineering, Aoyama Gakuin University, Associate Professor, 理工学部, 助教授 (10218654)

Project Period (FY) 1997 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 1999: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1998: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 1997: ¥1,100,000 (Direct Cost: ¥1,100,000)
Keywordstheory revision / discrimination rule / progol / prolog / object oriented analysis automation / rule base maintenance / 帰納学習 / progol / 帰納推論 / 格フレーム生成 / オブジェクト指向分析 / 自然語処理
Research Abstract

A lot of rule-based systems are presently in use. However, the reliabilities of these systems depend primarily on the rules initially given by the expert on the domain. No expert is capable of preparing a perfect rule base because creating a complete set of rules would require that every possible situation has been considered, Hence, if an incorrect execution result comes out, it is usual to correct the rule base by manual operation. The purpose of the present study is to develop system THERES (Theory Revision System) which automates this correction of rules. The rule base which THERES revises is a Horn clause set described with prolog. The predicates which compose the rule base are assumed to be divided into the correct predicates (called basic predicates) which need not be revised and the predicates (called rule predicates) as the target of maintenance, whose body section is described by basic predicates (single rule decidable rule base). After the rule base system is applied to a ne … More w problem, only by dividing the results into the positive cases and the negative cases and also by pointing out the new positive cases which were not derived by the rule base but are thought to be correct, THERES automatically revises the rule base so as to solve this problem correctly. THERES first searches incorrect rule R, then acquires discrimination rule D derived from R using the inductive learning system Progol to separate positive and negative examples of R, and finally adds the body of D to that of R in the form of a conjunction. The proposed system corrects incorrect rules as if adding missing regulations on exceptions to the existing rules created by an expert. Therefore, it is more practical than to replace the existing rules by the rules acquired by inductive learning from the cases. The present study applies THERES to revise the rule base of an automatic object-oriented analysis system CAMEO, a practical rule base system previously developed by us for automating object oriented analysis, in order to discuss the effectiveness of the proposed method. Less

Report

(4 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • 1997 Annual Research Report
  • Research Products

    (12 results)

All Other

All Publications (12 results)

  • [Publications] 原田実、野村佳秀、山本幸二、大野雅志、田村浩樹、高橋史郎: "自然語要求仕様からオブジェクト指向設計図を自動生成するシステムCAMEO"情報処理学会論文誌. 38. 2031-2039 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 原田実、野村佳秀、水野高宏: "ルールベースの自動更新システムTHERES-オブジェクト指向分析ルールの更新を例にして-"人工知能学会論文誌. 15. 137-146 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 野村佳秀、原田実: "ルールベースの自動更新システムTHERES-オブジェクト指向分析ルールの更新を例にして-"人工知能学会第12回全国大会論文集. 132-135 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 尾見孝一郎、原田実、岩田隆志、水野高宏: "日本語文章からの意味フレーム自動生成システムSAGE(Semantic frame Automatic Generator)の開発研究"人工知能学会第13回全国大会論文集. 213-216 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Minoru Harada, Yoshihide Nomura, Kouji Yamamoto, Masashi Oono, Hiroki Tamura, Shiro Takahashi: "An Automatic Generation of Object Modeling Diagrams from Japanese Requirement Statements"Transactions of Information Processing Society of Japan. 38, No.10. 2031-2039 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Yoshihide Nomura, Minoru Harada: "Rule Base Revision System THERES-with an Example to Revise the Object-Oriented Analysis Rules"Proceedings of the 12th Annual Convention JSAI Japan. 132-135 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Minoru Harada, Yoshihide Nomura, Takahiro Mizuno: "Rule Base Revision System THERES-with an Example to Revise the Object-Oriented Analysis Rules"Journal of Japanese Society for Artificial Intelligence. 15, No.1. 137-146 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 原田実、野村佳秀、水野高宏: "ルールベースの自動更新システムTHERES--オブジェクト指向分析ルールの更新を例として--"人口知能学会論文誌. 15・1. 137-146 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 尾見孝一郎、原田実、岩田隆志、水野高宏: "日本語文章からの意味フレーム自動生成システムSAGE(Semantic frame Automatic GEnerator)の開発研究"人口知能学会第13回全国大会論文集. 213-216 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 原田実、野村佳秀、山本幸二、大野雅志、田村浩樹、高橋史郎: "自然語要求仕様からオブジェクト指向設計図を自動生成するシステムCAMED" 情報処理学会論文誌. Vol38 No10. 2031-2039 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] 野村佳秀、原田 実: "ルールベースの自動更新システムTHERES-オブジェクト指向分析ルールの更新を例にして-" 人工知能学会第12会全国大会論文集. 132-135 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 原田実、野村佳秀、山本幸二、大野雅志、田村浩樹、高橋史郎: "自然語要求仕様からオブジェクト指向設計図を自動生成するシステムCAMEO" 情報処理学会論文誌. Vol38No10. 2031-2039 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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