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Robustness Concern in Flexible Decision Aiding

Research Project

Project/Area Number 26350423
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionOsaka University

Principal Investigator

INUIGUCHI MASAHIRO  大阪大学, 基礎工学研究科, 教授 (60193570)

Co-Investigator(Renkei-kenkyūsha) ENTANI Tomoe  兵庫県立大学, 応用情報科学研究科, 准教授 (10346702)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsルール抽出 / 多基準意思決定問題 / ロバスト性 / 補填ルール / 不精密ルール / UTA / AHP / 区間モデル / アンサンブル学習 / 匿名化 / 識別行列 / 順序回帰 / 区間効用モデル / 区間重要度 / ロバストネス / 匿名性 / 効用関数 / 区間AHP / 区間順序回帰 / UTA法 / グループ決定 / ラフ集合
Outline of Final Research Achievements

We consider the robustness in methods for flexible decision aiding which suggest rational evaluations efficiently. We studied on the construction of a set of rules which does not provide quite wrong results even when only a part of conditions is satisfied. We also studied on interval models to express the vagueness underlying the insufficiency and conflict in given preference information, so that we avoid forcible evaluations. We have shown that the robustness in the accuracy of class estimation is significantly improved by supplementing and coarsening rules, and that proper interval models are identified from preference information simply by solving linear programming problems.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (32 results)

All 2016 2015 2014 Other

All Int'l Joint Research (4 results) Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results,  Acknowledgement Compliant: 3 results) Presentation (25 results) (of which Int'l Joint Research: 20 results,  Invited: 3 results)

  • [Int'l Joint Research] ポズナン工科大学(ポーランド)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] カターニア大学(イタリア)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Institute of Computing Science/Poznan University of Technology(ポーランド)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research]

    • Related Report
      2015 Research-status Report
  • [Journal Article] Role of Robustness Measure in Rule Induction2016

    • Author(s)
      Motoyuki Ohki, Eiji Sekiya, Masahiro Inuiguchi
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 20 Issue: 4 Pages: 580-589

    • DOI

      10.20965/jaciii.2016.p0580

    • NAID

      130007673396

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2016-07-20
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Improving Rough Set Rule-Based Classification by Supplementary Rules2015

    • Author(s)
      Masahiro Inuiguchi, Keisuke Washimi
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 19 Issue: 6 Pages: 747-758

    • DOI

      10.20965/jaciii.2015.p0747

    • NAID

      130007673325

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Pairwise comparison based interval analysis for group decision aiding with multiple criteria2015

    • Author(s)
      Tomoe Entani, Masahiro Inuiguchi
    • Journal Title

      Fuzzy Sets and Systems

      Volume: 274 Pages: 79-96

    • DOI

      10.1016/j.fss.2015.03.001

    • Related Report
      2015 Research-status Report 2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Non-uniqueness of Interval Weight Vector to Consistent Interval Pairwise Comparison Matrix and Logarithmic Estimation Methods2016

    • Author(s)
      Masahiro Inuiguchi
    • Organizer
      5th International Symposium on Integrated Uncertainty in Knowledge Modelling and Decision Making
    • Place of Presentation
      Da Nang, Vietnam
    • Year and Date
      2016-11-29
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Clustering Approach for Decision Rule Publishing2016

    • Author(s)
      Motoyuki Ohki, Masahiro Inuiguchi
    • Organizer
      The 7th International Symposium of Innovative Management, Information & Production, and The 13th International Symposium on Management Engineering
    • Place of Presentation
      Kunibiki Messe, Matsue, Shimane, Japan
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Rough Sets and Imprecise Modeling2016

    • Author(s)
      Masahiro Inuiguchi
    • Organizer
      The 7th International Symposium of Innovative Management, Information & Production, and The 13th International Symposium on Management Engineering
    • Place of Presentation
      Kunibiki Messe, Matsue, Japan
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Rough Set Approaches to Imprecise Modeling2016

    • Author(s)
      Masahiro Inuiguchi
    • Organizer
      International Joint Conference on Rough Sets
    • Place of Presentation
      Universidad de Chile, Santiago. Chile
    • Year and Date
      2016-10-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Estimating interval weights from interval pairwise comparison matrix2016

    • Author(s)
      Masahiro Inuiguchi
    • Organizer
      EURO Working Group on Multiple Criteria Decision Aiding
    • Place of Presentation
      Vienna University, Vienna, Austria
    • Year and Date
      2016-09-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Nested interval UTA models expressing different confidence levels of preference data2016

    • Author(s)
      Masahiro Inuiguchi, Tomo Sugiyama, Roman Slowinski, Salvatore Greco
    • Organizer
      The 13th International Conference on Modeling Decisions for Artificial Intelligence (MDAI 2016)
    • Place of Presentation
      Sant Julia de Loria, Andorra
    • Year and Date
      2016-09-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data Anonymization with Imprecise Rules against Quick Check Attacks2016

    • Author(s)
      Masahiro Inuiguchi, Keisuke Washimi
    • Organizer
      The 19th Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty
    • Place of Presentation
      Matsumoto University, Matsumoto, Nagano, Japan
    • Year and Date
      2016-09-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decision Rule Clustering for Data Publishing2016

    • Author(s)
      Motoyuki Ohki, Masahiro Inuiguchi
    • Organizer
      The 19th Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty
    • Place of Presentation
      Matsumoto University, Matsumoto, Nagano, Japan
    • Year and Date
      2016-09-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Variety of Rough Set Based Attribute Importance2016

    • Author(s)
      Masahiro Inuiguchi
    • Organizer
      2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Hokkaigakuen University, Sapporo, Hokkaido, Japan
    • Year and Date
      2016-08-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improvement of Interval Weight Estimation in Interval AHP2016

    • Author(s)
      Shigeaki Innan, Masahiro Inuiguchi
    • Organizer
      2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Hokkaigakuen University, Sapporo, Hokkaido, Japan
    • Year and Date
      2016-08-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interval UTA methods under different self-confidence levels of preference data2016

    • Author(s)
      Masahiro Inuiguchi, Tomo Sugiyama, Roman Slowinski, Salvatore Greco
    • Organizer
      28th European Conference on Operational Research
    • Place of Presentation
      Poznan University of Technology, Poznan, Poland
    • Year and Date
      2016-07-03
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Ensemble Learning Approach Based on Missing-Valued Tables2015

    • Author(s)
      Seiki Ubukata, Taro Miyazaki, Akira Notsu, Katsuhiro Honda, Masahiro Inuiguchi
    • Organizer
      2015 International Joint Conference on Rough Sets
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Imprecise Rules for Data Privacy2015

    • Author(s)
      Masahiro Inuiguchi, Takuya Hamakawa, Seiki Ubukata
    • Organizer
      2015 International Joint Conference on Rough Sets
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Modified Interval Weight Estimation Methods for Interval AHP and their Comparisons2015

    • Author(s)
      Shigeaki Innan, Masahiro Inuiguchi
    • Organizer
      ISIS 2015
    • Place of Presentation
      Mokpo, Korea
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Maximum Lower Bound Estimation of Fuzzy Priority Weights from a Crisp Comparison Matrix2015

    • Author(s)
      Tomoe Entani, Masahiro Inuiguchi
    • Organizer
      The 4th International Symposium on Integrated Uncertainty in Knowledge Modelling and Decision Making
    • Place of Presentation
      Nha Trang, Vietnam
    • Year and Date
      2015-10-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Ensemble Learning Approach Based on Rough Set Preserving the Qualities of Approximations2015

    • Author(s)
      Seiki Ubukata, Taro Miyazaki, Akira Notsu, Katsuhiro Honda, Masahiro Inuiguchi
    • Organizer
      The 4th International Symposium on Integrated Uncertainty in Knowledge Modelling and Decision Making
    • Place of Presentation
      Nha Trang, Vietnam
    • Year and Date
      2015-10-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Logarithmic Conversion Approach to the Estimation of Interval Priority Weights from a Pairwise Comparison Matrix2015

    • Author(s)
      Masahiro Inuiguchi, Shigeaki Innan
    • Organizer
      The 4th International Symposium on Integrated Uncertainty in Knowledge Modelling and Decision Making
    • Place of Presentation
      Nha Trang, Vietnam
    • Year and Date
      2015-10-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Semi-robust multiple criteria decision aiding by interval UTA method2015

    • Author(s)
      Masahiro Inuiguchi, Akira Okumura, Roman Slowinski, Salvatore Greco
    • Organizer
      The 12th International Conference on Modeling Decisions for Artificial Intelligence
    • Place of Presentation
      Skovde, Sweden
    • Year and Date
      2015-09-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Utilization of Imprecise Rules Induced by MLEM2 Algorithm2015

    • Author(s)
      Masahiro Inuiguchi, Takuya Hamakawa, Seiki Ubukata
    • Organizer
      The 10th Workshop on Uncertainty Processing
    • Place of Presentation
      Moninec, Czech Republic
    • Year and Date
      2015-09-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Group decision aiding by Interval AHP with compromise and refinement2015

    • Author(s)
      Masahiro Inuiguchi, Tomoe Entani
    • Organizer
      Joint Conference IFSA-EUSFLAT 2015
    • Place of Presentation
      Gijon, Spain
    • Year and Date
      2015-06-30
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Enhancing Robust Preference Relations by Ratio Data in Pairwise Comparisons2014

    • Author(s)
      Tomo Sugiyama, Masahiro Inuiguchi
    • Organizer
      The 11th International Conference on Modeling Decisions for Artificial Intelligence
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2014-10-31
    • Related Report
      2014 Research-status Report
  • [Presentation] Supplementary rules for MLEM2 decision rules and their usefulness in classification problems2014

    • Author(s)
      Keisuke Washimi, Masahiro Inuiguchi, Eiji Sekiya
    • Organizer
      The 2014 IEEE International Conference on Granular Computing
    • Place of Presentation
      Noboribetsu, Hokkaido, Japan
    • Year and Date
      2014-10-23
    • Related Report
      2014 Research-status Report
  • [Presentation] On the Utility of Imprecise Rules Induced by MLEM2 in Classification2014

    • Author(s)
      Takuya Hamakawa, Masahiro Inuiguchi
    • Organizer
      The 2014 IEEE International Conference on Granular Computing
    • Place of Presentation
      Noboribetsu, Hokkaido, Japan
    • Year and Date
      2014-10-22
    • Related Report
      2014 Research-status Report
  • [Presentation] Interval Analysis for Decision Aiding2014

    • Author(s)
      Masahiro Inuiguchi
    • Organizer
      Sixth International Conference on Knowledge and Systems Engineering
    • Place of Presentation
      Hanoi, Vietnam
    • Year and Date
      2014-10-09
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Necessity Measure Representations of Decision Maker's Preferences on Robust Constraints2014

    • Author(s)
      Masahiro Inuiguchi
    • Organizer
      17th Czech-Japan Seminar on Data Analysis & Decision Making under Uncertainty
    • Place of Presentation
      Kitakyushu-shi, Japan
    • Year and Date
      2014-09-17
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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