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Development of a System Controls Objective Reliability and Subjective Interest for Supporting Knowledge Discovery in Databases

Research Project

Project/Area Number 19500132
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

OHSAKI Miho  Doshisha University, 理工学部, 准教授 (30313927)

Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2009: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2008: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2007: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywordsデータマイニング / 知識発見 / 興味深さ指標 / 信頼性 / 興味
Research Abstract

This research aimed at the development of a system which supports a domain expert to discover objectively reliable and subjectively interesting rules in databases. We developed the modules to automatically estimate the reliability of rules, model the subjective interest of the domain expert, and balance the objective reliability and subjective interest, and then embedded the modules into the main body of the system. We also confirmed the effectiveness of each module through some simulations and experiments using real clinical datasets.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (22 results)

All 2010 2009 2008 2007

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (12 results)

  • [Journal Article] Improving a Rule Evaluation Support Method Based on Objective Indices2010

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Journal Title

      International Journal of Advanced Intelligence Paradigms vol.2

      Pages: 180-197

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Improving a Rule Evaluation Support Method Based on Objective Indices2010

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Journal Title

      International Journal of Advanced Intelligence Paradigms 2

      Pages: 180-197

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of Interactive EC Fitting Based on Substitute Evaluation Using Sound Volume Preference2009

    • Author(s)
      Miho Ohsaki
    • Journal Title

      Proceedings of IEEE International Conference on Fuzzy Systems FUZZ-IEEE-2009

      Pages: 1597-1603

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Subsequence Time-series Clustering Based on Moving Average2009

    • Author(s)
      Miho Ohsaki, Masakazu Nakase, Shigeru Katagiri
    • Journal Title

      Proceedings of IEEE International Conference on Data Mining ICDM-2009

      Pages: 903-97

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 対話型進化計算における実評価数可変型評価値推論法の提案2008

    • Author(s)
      渡辺芳信, 吉川大弘, 古橋武, 大崎美穂
    • Journal Title

      知能と情報(日本知能情報ファジィ学会論文誌) vol.20

      Pages: 810-816

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 対話型進化計算における実評価数可変型評価値推論法の提案2008

    • Author(s)
      渡辺芳信, 吉川大弘, 古橋武, 大崎美穂
    • Journal Title

      知能と情報 20

      Pages: 810-816

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Takahira Yamaguchi, Evaluation of Rule Interestingness Measures in Medical Knowledge Discovery in Databases2007

    • Author(s)
      Miho Ohsaki, Hidenao Abe, Shusaku Tsumoto, Hideto Yokoi
    • Journal Title

      International Journal of Artificial Intelligence in Medicine vol.41

      Pages: 177-196

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 医学知識発見におけるルールの興味深さ指標の評価2007

    • Author(s)
      大崎 美穂, 阿部 秀尚, 津本 周作, 横井 英人, 山口 高平
    • Journal Title

      情報処理学会論文誌 48

      Pages: 1859-1873

    • NAID

      110006251458

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of Rule Interestingness Measures in Medical Knowledge Discovery in Databases2007

    • Author(s)
      Miho Ohsaki, Hidenao Abe, Shusaku Tsumoto, Hideto Yokoi, Takahira Yamaguchi
    • Journal Title

      Artificial Intelligence in Medicine 41

      Pages: 177-196

    • NAID

      110006251458

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluating a Constructive Meta-learning Algorithm for a Rule Evaluation Support Method Based on Objective Indices2007

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Journal Title

      Lecture Notes on Computer Science 4693

      Pages: 934-941

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Clinical Time-series Data Interpolation Based on Regression Diagnosis2008

    • Author(s)
      Masakazu Nakase, Miho Ohsaki, Shigeru Katagiri, Yukari Hatada
    • Organizer
      Joint International Conference on Soft Computing and Intelligent Systems and International Symposium on Advanced Intelligent Systems SCIS & ISIS-2008
    • Place of Presentation
      Nagoya University, Nagoya, Japan
    • Year and Date
      2008-09-21
    • Related Report
      2008 Annual Research Report
  • [Presentation] 回帰診断に基づく医療データの補間の検討2008

    • Author(s)
      中瀬正和, 大崎美穂, 片桐滋, 畑田由香利
    • Organizer
      情報処理学会電子情報通信学会共催, 情報科学技術フォーラムFIT2008
    • Place of Presentation
      藤沢市 慶應義塾大学 湘南藤沢キャンパス
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] 移動平均法に基づく部分時系列クラスタリングの再解釈2008

    • Author(s)
      大崎美穂, 片桐滋, 段純恵
    • Organizer
      第22回人工知能学会全国大会
    • Place of Presentation
      旭川市 ときわ市民ホール
    • Year and Date
      2008-06-12
    • Related Report
      2008 Annual Research Report
  • [Presentation] Clinical Time-series Data Interpolation Based on Regression Diagnosis2008

    • Author(s)
      Masakazu Nakase, Miho Ohsaki, Shigeru Katagiri, Yukari Hatada
    • Organizer
      Proceedings of Joint International Conference on Soft Computing and Intelligent Systems and International Symposium on Advanced Intelligent Systems SCIS&ISIS-2008
    • Related Report
      2009 Final Research Report
  • [Presentation] Developing an Integrated Time-Series Data Mining Environment for Medical Data Mining2007

    • Author(s)
      Hidenao Abe, Miho Ohsaki, Hideto Yokoi, Takahira Yamaguchi
    • Organizer
      IEEE Workshop on Data Mining in Medicine DMMed-2007
    • Place of Presentation
      オマハ,アメリカ
    • Year and Date
      2007-10-28
    • Related Report
      2007 Annual Research Report
  • [Presentation] Evaluation of Learning Costs of Rule Evaluation Models based on Objective Indices to Predict Human Hypothesis Construction Phases2007

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Hideto Yokoi, Takahira Yamaguchi
    • Organizer
      Proceedings of IEEE International Conference on Granular Computing GrC-2007
    • Related Report
      2009 Final Research Report
  • [Presentation] Evaluating Learning Algorithms to Construct Rule Evaluation Models Based on Objective Rule Evaluation Indices2007

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Organizer
      Proceedings of IEEE International Conference on Cognitive Informatics ICCI-2007
    • Related Report
      2009 Final Research Report
  • [Presentation] Evaluating Learning Algorithm Selection Method for a Rule Evaluation Support Tool Based on Objective Indices2007

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Organizer
      IADIS European Conferenceon Data Mining DM-2007
    • Place of Presentation
      リスボン,ポルトガル
    • Related Report
      2007 Annual Research Report
  • [Presentation] Evaluating Learning Models with Transitions of Human Interests based on Objective Rule Evaluation Indices2007

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Organizer
      World Congress on Health (Medical) Informatics Medinfo-2007
    • Place of Presentation
      ブリスベン,オーストラリア
    • Related Report
      2007 Annual Research Report
  • [Presentation] Evaluating Learning Algorithms to Construct Rule Evaluation Models Based on Objective Rule Evaluation Indices2007

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Organizer
      IEEE International Conference on Cognitive Informatics ICCI-2007
    • Place of Presentation
      レイクタホ,アメリカ
    • Related Report
      2007 Annual Research Report
  • [Presentation] Evaluation of Learning Costs of Rule Evaluation Models based on Objective Indices to Predict Human Hypothesis Construction Phases2007

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Hideto Yokoi, Takahira Yamaguchi
    • Organizer
      IEEE International Conferenceon Granular Computing, GrC-2007
    • Place of Presentation
      シリコンバレー,アメリカ
    • Related Report
      2007 Annual Research Report
  • [Presentation] 客観的指標群に基づくクラスタリングと主観的評価基準の比較2007

    • Author(s)
      阿部 秀尚, 津本 周作, 横井 英人, 大崎 美穂, 山口 高平
    • Organizer
      第21回人工知能学会全国大会
    • Place of Presentation
      宮崎市
    • Related Report
      2007 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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