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Knowledge Discovery and Mandgement for Information Network

Research Project

Project/Area Number 05680297
Research Category

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

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionKYOTO UNIVERSITY

Principal Investigator

HASEGAWA Toshiharu  Kyoto Univ., Dept.of Applied Math.and Physics, Professor, 工学部, 教授 (40025911)

Co-Investigator(Kenkyū-buntansha) KAWANO Hiroyuki  Kyoto Univ., Dept.of Applied Math.and Physics, Assistant Prof., 工学部, 助手 (70224813)
TAKINE Tetsuya  Osaka Univ., Dept.of Information System, Assoc.Prof., 工学部, 助教授 (00216821)
TAKAHASHI Yutaka  Kyoto Univ., Dept.of Applied Math.and Physics, Assoc.Prof., 工学部, 助教授 (00135526)
Project Period (FY) 1993 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 1994: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1993: ¥1,500,000 (Direct Cost: ¥1,500,000)
KeywordsInformation System / Communication Network / Knowledge Discovery / Database / Performance Evaluation / Distributed System / Queneiry Theory / Knowledge Base
Research Abstract

In scientific and business applications, such as a information system, a communication network, a production process, etc., huge volume of data is generated rapidly and continuously, and stored into management database. In order to control such a synamic system, it is important to make mathematical model for analysis and to discover the useful knowledge from the law data.
Our project focused on the following points.
1.Hybrid Performance Evaluation System for Mathematical Models
We propose a model description language which is based on queneing theory. We developed a prototype of integrated software environment using object oriented language. Based on our developing konwledge base, our software environment can provide very reliable, flexible and user-friendly means for the performance evaluation purpose. Analyzer and simulator work in cooperation with each other on distributed environment.
2.Knowledge Discovery from Infomation Network
We can discover the form of functional or multi-valued dependency rules or integrity constraints in terms of primitive data from the resource of information network. We extended the attribute-oriented algorithm to make the bridge between the low-level processing data and high level understandable control primitives. Discovered knowledge by this induction algorithm can be also associated with statistical information. Our proposed algorithm discovers three kinds of interesting rules : characteristic rule, stable rule and evolution rule. The technology of active database offers the prompt, real-time, and intelligent management. It could substantially enhance the power of data mining in information network.

Report

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

    (22 results)

All Other

All Publications (22 results)

  • [Publications] S.Nishio: "Knowledge Discavery in Object-Oriented Databascs: The First Step" AAAI-93 Workshop on Knowledge Discovery in Databases. 299-313 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Kawano: "Software Environment for Hybrid Performance Evaluation Tool" Proc.of IEEE Pacific Rim Conference on Communications,Computers and Signal Processing. 532-535 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Kawano: "Deterministic Tree-Type Algorithm with Reservation Mechanism" Electronics and Communications in Japan. 76. 55-65 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Kawano: "How Does Knowledge Discovery Cooperate with Active Database Techniques" Proc.of 5th International Conference DEXA'94. 370-379 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 河野浩之: "データベースからの知識獲得技術" 人工知能学会誌. 10. 38-44 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 小田島潤: "情報理論的な探索評価基準をもつ属性指向アルゴリズム" 電子情報通信学会第6回データ工学ワークショップ論文集. (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Kawano: "Deterministic tree-type algorithm with reservation mechanism" Electronic Communication Japan. Vol.76, No.3. 55-65 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Kawano: "Software Environment for Hybrid Performance Evaluation Tool" Proc.of IEEE Pacific Rim Conference on Communications, Computers and Signal Processing, Vancouver, Canada. 532-535 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Nishio: "Knowledge Discovery in Object-Oriented Databases : The First Step" Proc.of AAAI-93 Workshop on Knowledge Discovery in Databases, Washington D.C.186-198 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] J.Han: "Knowledge Discovery in Object-Oriented and Active Databases" International Conference on Building and Sharing of Very Large-Scale Knowledge Bases '93, Tokyo. 205-214 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Kawano: "How Does Knowledge Discovery Cooperate with Active Database Techniques in Controlling Dynamic Environment?" Proc.5th Int'l Conf.on Database and Expert Systems Applications (DEXA'94) , Athens, Greece. 370-379 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 河野浩之: "データベースからの知識発見とアクティブデータベースシステム技術の融合" 人工知能学会全国大会論文集. 8. 509-512 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] H.Kawano: "How Does Knowledge Discovery Cooperate with Active Database Techniques" Proc.of 5th International Conference. 370-379 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 河野浩之: "データベースからの知識獲得技術" 人工知能学会誌. 10. 38-44 (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] 小田島 潤: "情報理論的な探索評価基準をもつ属性指向アルゴリズム" 電子情報通信学会 第6回データ工学ワークショップ論文集. (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] H.Kawano: "Data Mining Technology for Network Management" TIMS XXXIII. (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] H.KAWANO: "Deterministic Tree-Type Algorithm with Reservation Mechanism" Electronics and Communications in Japan. 76-No.3. 55-65 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] H.KAWANO: "Software Environment for Hybrid Performance Evaluation Tool" Proc.IEEE Pacific RIM Conference. 532-535 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] S.Nishio: "Knowledge Discovery in Object-Oriented Databases:The First Step" AAAI-93 Knowledge Discovery in Databases Workshop. 299-313 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] J.Han: "Knowledge Discovery in Object-Oriented and Active Databases" Proc.KB&KS '93. 205-214 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 河野 浩之: "概念クラスタリングを用いた属性指向のアルゴリズムによるデータベースからの知識獲得" 人工知能学会全国大会論文集. 333-336 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 三好 潤: "分散環境下における性能評価支援知識ベースシステムに関する考察" 日本オペレーションズリサーチ学会春季研究発表会アブストラクト集. 148-149 (1993)

    • Related Report
      1993 Annual Research Report

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

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