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Non-monotonic Logic Based on the Certainty of the Inferred Knowledge Information and Its Applications

Research Project

Project/Area Number 02680030
Research Category

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

Allocation TypeSingle-year Grants
Research Field Informatics
Research InstitutionEhime University

Principal Investigator

MURAKAMI Kenji  Ehime Univ., Faculty of Engineering, Professor, 工学部, 教授 (30036446)

Project Period (FY) 1990 – 1991
Project Status Completed (Fiscal Year 1991)
Budget Amount *help
¥1,600,000 (Direct Cost: ¥1,600,000)
Fiscal Year 1991: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 1990: ¥600,000 (Direct Cost: ¥600,000)
KeywordsNon-monotonic Logic / Default Logic / Default Reasoning / Commonsense Reasoning / Knowledge Base / Knowledge Representation / Knowledge Engineering / Artificial Intelligence / 論理 / 推論 / 非単調推論 / 推移性 / 知識情報処理
Research Abstract

The results of the project are summarized in the following three points :
(1) Default Logic proposed by Reiter, Non-monotonic Logic proposed by McDermott and Doyle, Autoepistemic Logic proposed by Moore and Conditional Default Logic proposed by Delgrande are suitable for incomplete knowledge reasoning in artificial intelligence, logic programming and deductive database, because these logics can draw plausible conclusions from the incomplete axioms. Since the conclusions can be invalidated when the partial world description is supplemented by new information, these logics are generally called "nonmonotonic logic". In these logics, however, since the incomplete knowledges interact with each other or with first order formulae (complete knowledges), the sets of beliefs derivable from the logics sometimes contain counterintuitive results. From a theoretical analysis, we discuss the relation between the set of inferred beliefs and the method of knowledge representation and use of these logics … More . We conclude that Reiter's Default Logic is the most significant logic and it should be investigated in more detail.
(2) A certainty measure of the beliefs inferred by Reiter's Default Logic is proposed, and its properties are discussed. The measure is introduced by the assumption that the more the number of default rules are applied, the more the inferred result becomes uncertain. By using the measure, we propose a new non-monotonic logic in which the set of inferred beliefs possess some certainty order. In this logic, since we can chose a set of beliefs with appropriate certainty for each purpose, the counterintuitive results deduced in Reiter' s Default Logic can be nicely disposed. If a set of inferred beliefs with infinite certainty order exists, the set is identical with the Reiter's one. Besides the property, many interesting properties about the logic are given.
(3) We realize the proposed non-monotonic logic in a small experimental expert system. The system is constructed by Prolog. The experimental results confirm us that the proposed non-monotonic logic gives more intuitive deduction results. Less

Report

(3 results)
  • 1991 Annual Research Report   Final Research Report Summary
  • 1990 Annual Research Report
  • Research Products

    (15 results)

All Other

All Publications (15 results)

  • [Publications] 村上 研二: "Default Reasoning Based on a Certainty Measure of Inferred Beliefs" Third International Conference of Information Processing and Management of Uncertainty in KnowledgeーBased Systems. 466-468 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 村上 研二: "非単調推論により得られる知識集合の諸性質" 愛媛大学工学部紀要. 12. 457-465 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 村上 研二: "制限された推論回数の下でのデフォルト推論" 情報処理学会論文誌. 32. 364-372 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 村上 研二: "推論結果の妥当性を考慮したデフォルト推論" 愛媛大学工学部紀要. 12. (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Kenji Murakami: "Default Reasoning Based on a Certainty Measure of Inferred Beliefs" Third International Conference of Information Processing and Management of Uncertainty in Knowledge-Based Systems. 466-468 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Kenji Murakami: "Some Properties of Inferred Beliefs obtained by Non-monotonic Reasoning" Memoirs of the Faculty of Engineering, Ehime University. XII, No. 2. 457-465 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Kenji Murakami: "Default Reasoning under Restricted Number of Reasoning" Transactions of Information Processing Society of Japan. 32, No. 3. 364-372 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Kenji Murakami: "Default Raasoning Based on the Certainty of the Inferred Knowledge Information" Memoirs of the Faculty of Engineering, Ehime University. XII, No. 3.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 村上 研二: "Default Reasoning Based on a Certainty Measure of Inferred Beliefs" Third International Conference of Information Processing and Management of Uncertainty in KnowledgeーBased Systems. 466-468 (1990)

    • Related Report
      1991 Annual Research Report
  • [Publications] 村上 研二: "非単調推論により得られる知識集合の諸性質" 愛媛大学工学部紀要. 12. 457-465 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 村上 研二: "制限された推論回数の下でのデフォルト推論" 情報処理学会論文誌. 32. 364-372 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 村上 研二: "推論結果の妥当性を考慮したデフォルト推論" 愛媛大学工学部紀要. 12. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 村上 研二: "Default Reasoning Based on a Certainty Measure of inferred Beliefs" Third International Conference Information Processing and Management of Uncertainty in KnowledgeーBased Systems. 466-468 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 村上 研二: "非単調推論により得られる知識集合の諸性質" 愛媛大学工学部紀要. 12. (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 村上 研二: "制限された推論回数の下でのデフォルト推論" 情報処理学会論文誌. 32. (1991)

    • Related Report
      1990 Annual Research Report

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Published: 1990-04-01   Modified: 2016-04-21  

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