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A New Fast Inference Technique based on Knowledge-Base Compilation

Research Project

Project/Area Number 04452190
Research Category

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

Allocation TypeSingle-year Grants
Research Field 情報工学
Research InstitutionThe University of Tokyo

Principal Investigator

ISHIZUKA Mitsuru  Univ.of Tokyo, Faculty of Eng.Professor, 工学部, 教授 (50114369)

Project Period (FY) 1992 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥6,500,000 (Direct Cost: ¥6,500,000)
Fiscal Year 1993: ¥2,700,000 (Direct Cost: ¥2,700,000)
Fiscal Year 1992: ¥3,800,000 (Direct Cost: ¥3,800,000)
KeywordsKnowledge-base / Inference / Artificial Intelligence / Hypothetical Reasoning / Compilation / 知識コンパイル / 部分計算
Research Abstract

To overcome the problem of knowledge acquisition bottleneck in current knowledge systems, there have been intensive researches on learning and knowledge acquisition support. Unlike these approaches, we have carried out our research from the viewpoint that a fast inference mechanism based on knowledge-base compilation from declarative knowledge is important. If we consider logical knowledge or its subset, i.e., Horn clauses, the knowledge compilation bacomes to the transformation into prime implicates, which are all the implications derivable from the knowledge-base but not subsumed by others. However, the required memory space becomes too large if we compile the entire knowledge-base. Thus we have developed a partial compilation method which compiles the selected portions being expected to contribute the inference efficiency in a hypothetical-reasoning knowledge-base. Moreover, we have combined a multi-level logic-circuit minimization technique with the knowledge compilation to achieve higher efficiency. For the fast inference of the hypothetical reasoning, we have also developed an important polynomial-time inference mechanism employing an approximate solution method of 0-1 integer programming.

Report

(3 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • Research Products

    (24 results)

All Other

All Publications (24 results)

  • [Publications] 堂前、石塚: "仮説推論高速化のための知識ベース・リフォメーション" 人工知能学会誌(採録済み). 9. (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 岡本、石塚: "整数計画法の近似解法を適用した準最適解計算の高速仮説推論法" 人工知能学会誌. 8. 222-229 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 牧野、石塚: "経験に基づく学習による仮説推論の高速化" 人工知能学会誌. 8. 320-327 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 近藤、牧野、石塚: "述語論理知識を扱う高速仮説推論システム" 人工知能学会誌. 8. 819-827 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] A.Kondo,T.Makino,M.Ishizuka: "Efficient Hypothetical Reasoning System for Predicate-Logic Knowledge-Base" Knowledge-Based Systems. 6. 87-94 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] S.Ohsawa,M.Ishizuka: "Networked Bubble Propagation Method as a Polynomial-time Hypothetical Reasoning for Computing Quasi-optimal Solution" Proc.IEEE Int'l Conf.on Tools of AI(TAI'93). 184-187 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] N.Domae, M.Ishizuka: "Knowledge-Base Reformation for Efficient Hypothetical Reasoning System" J.of Japanese Soc.for AI. Vol.9(to appear). (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.Okamoto, M.Ishizuka: "Fast Hypothetical Reasoning for Obtaining Quasi-optimal Solution by Applying an Approximate Solution Method of 0-1 Integer Programming" J.of Japanese Soc.for AI. Vol.8. 222-229 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.Makino, M.Ishizuka: "Speedup of Hypothetical Reasoning by Experience-based Learning Mechanism" J.of Japanese Soc.for AI. Vol.8. 320-327 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] A.Kondo, T.Makino, M.Ishizuka: "A Fast Hypothetical Reasoning System for Predicate-Logic Knowledge-Base" J.of Japanese Soc.for AI. Vol.8. 819-827 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] A.Kondo, T.Makino, M.Ishizuka: "Efficient Hypothetical Reasoning System for Predicate-Logic Knowledge-Base" Knowledge-Based Systems. Vol.6. 87-94 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] S.Ohsawa, M.Ishizuka: "Networked Bubble Propagation Method as a Polynomial-time Hypothetical Reasoning for Computing Quasi-optimal Solution" Proc.IEEE Int'l Conf.on Tools with AI (TAI'93). 184-187 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 堂前、石塚: "仮説推論高速化のための知識ベース・リフォメーション" 人工知能学会誌(採録済み). 9. (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 岡本、石塚: "整数計画法の近似解法を適用した準最適解計算の高速仮説推論法" 人工知能学会誌. 8. 222-229 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 近藤、牧野、石塚: "述語論理知識を扱う高速仮説推論システム" 人工知能学会誌. 8. 819-827 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 牧野、石塚: "経験に基づく学習による仮説推論の高速化" 人工知能学会誌. 8. 320-327 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] A.Kondo,T.Makino,M.Ishizuka: "Efficient Hypothetical Reasoning System for Predicate-Logic Knowledge-Base" Knowledge-Based Systems. 6. 87-94 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] S.Ohsawa,M.Ishizuka: "Networked Bubble Propagation Method as a Polynomial-time Hypothetical Reasoning for Computing Quasi-optimal Solution" Proc.IEEE Int'l Conf.on Tools of AI(TAI'93). 184-187 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 石塚 満: "仮説推論" 日本ファジィ学会誌. 4. 620-630 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 岡本 知樹、石塚 満: "整数計画法の近似解法を適用した準最適解計算の高速仮説推論法" 人工知能学会誌. 8. (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 近藤 朗子、石塚 満: "述語論理知識を扱う仮説推論の高速最適解推論法" 情報処理学会人工知能研究会資料. AI-82-5 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 大沢 幸生、石塚 満: "多項式時間推論を達成するネットワーク化バブル伝播アルゴリズム" 情報処理学会人工知能研究会資料. AI-85-3 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 堂前 宣夫、石塚 満: "最適解計算仮説推論のための知識ベースの部分コンパイル法" 情報処理学会人工知能研究会資料. AI-85-4 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 石塚 満: "仮説推論等の組合せ問題の高速推論について最近考えること" 情報処理学会人工知能研究会資料. AI-83-1-14 (1992)

    • Related Report
      1992 Annual Research Report

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Published: 1992-04-01   Modified: 2016-04-21  

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