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A Development of Distributed Constraint Optimization Algorithms for Product Service Systems

Research Project

Project/Area Number 15K16056
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionNational Institute of Informatics

Principal Investigator

Hatano Daisuke  国立情報学研究所, ビッグデータ数理国際研究センター, 特任研究員 (10709728)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords分散制約最適化 / 協力ゲーム / 分散制約最適化問題 / 協力ゲーム理論 / マルチエージェント / 動的制約最適化 / ゲーム理論
Outline of Final Research Achievements

Problems for users of product-service systems are mainly twofold: Problems for finding the optimal solution minimizing costs over all users in the distributed manner under a condition that the cost is dynamically changed, and problems for finding a distribution among a coalition of the users so that no user deviates from the coalition. The first problem can be represented as distributed constraint optimization problem, and the second problem can be represented as cost allocation problems, which is a problem of coalitional games.
At first, as for DCOP, I proposed two DCOP algorithms based on the multiplicative weight update method and achieved to solve the DCOP instance under a condition that the utilities are dynamically changed. Next, as for the cost allocation problem, I proposed an algorithm for finding a value division efficiently by assuming that the characteristic function of the game is supermodular function.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (5 results)

All 2018 2017 2016

All Presentation (5 results) (of which Int'l Joint Research: 4 results)

  • [Presentation] Computational Aspects of the Preference Cores of Supermodular Two-Scenario Cooperative Games2018

    • Author(s)
      波多野大督, 吉田悠一
    • Organizer
      the 27th International Joint Conference on Artificial Intelligence
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computing Least Cores of Supermodular Cooperative Games2017

    • Author(s)
      Daisuke Hatano, Yuichi Yoshida
    • Organizer
      the thirty-first AAAI Conference on Artificial Intelligence
    • Place of Presentation
      San Francisco, California USA
    • Year and Date
      2017-02-04
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Scalable Algortihm for Higher-order Co-clustering via Random Sampling2017

    • Author(s)
      Daisuke Hatano, Takuro Fukunaga, Takanori Maehara, Ken-ichi Kawarabayashi
    • Organizer
      the thirty-first AAAI Conference on Artificial Intelligence
    • Place of Presentation
      San Francisco, California USA
    • Year and Date
      2017-02-04
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Adaptive Budget Allocation for Maximizing Influence of Advertisements2016

    • Author(s)
      Daisuke Hatano, Takuro Fukunaga, Ken-ichi Kawarabayashi
    • Organizer
      the 25th International Joint Conference on Artificial Intelligence
    • Place of Presentation
      New York, New york USA
    • Year and Date
      2016-07-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 分散 MaxSAT に対する相関均衡点の求め方に関する一検討2016

    • Author(s)
      波多野大督
    • Organizer
      2016年度 人工知能学会全国大会
    • Place of Presentation
      北九州国際会議場(福岡県北九州市)
    • Year and Date
      2016-06-06
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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