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Mechanism Design for Self-Organized Crowdsourcing

Research Project

Project/Area Number 18H03299
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 61030:Intelligent informatics-related
Research InstitutionNagoya Institute of Technology (2021-2023)
National Institute of Advanced Industrial Science and Technology (2018-2020)

Principal Investigator

Yuko Sakurai  名古屋工業大学, 工学(系)研究科(研究院), 教授 (10396137)

Co-Investigator(Kenkyū-buntansha) 横尾 真  九州大学, システム情報科学研究院, 教授 (20380678)
篠田 正人  奈良女子大学, 自然科学系, 教授 (50271044)
松田 昌史  日本電信電話株式会社NTTコミュニケーション科学基礎研究所, 協創情報研究部, 研究主任 (60396140)
Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥14,950,000 (Direct Cost: ¥11,500,000、Indirect Cost: ¥3,450,000)
Fiscal Year 2021: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2020: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2019: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2018: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Keywordsマルチエージェントシステム / ゲーム理論 / クラウドソーシング / メカニズム設計 / ヒューマンコンピュテーション / 人工知能 / チーム編成問題 / チーム編成
Outline of Final Research Achievements

Crowdsourcing is a service of achieving human computation by combining human and computer efforts to solve problems that cannot be solved by either alone. Crowdsourcing involves outsourcing tasks to a large number of unspecified individuals, but there are still many technical challenges, such as quality control. Therefore, in this research, we have constructed a new foundation for self-organized crowdsourcing using a game-theoretic approach in a multi-agent system as a foundational technology for large-scale organization in an anonymous environment.

Academic Significance and Societal Importance of the Research Achievements

ChatGPTの出現に伴い、人工知能技術が我々の日常生活に与える影響は日々拡がっている。人間が人工知能とどのように共生していくかは重要な課題であり、ヒューマンコンピュテーションの概念は今後も重要なフレームワークとなりえる。本研究では、クラウドソーシングにおいて、従来よりも大規模に人々が連携したり、共同作業を行うための基盤技術として、チーム編成に関する研究や人々の意見集約に関する研究などに取り組んだ。ヒューマンコンピュテーションにおける基礎基盤の構築を行った本研究はの学術的および社会的意義は大きいと考える.

Report

(5 results)
  • 2023 Final Research Report ( PDF )
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (34 results)

All 2023 2022 2021 2020 2019 2018 Other

All Int'l Joint Research (3 results) Journal Article (12 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 12 results,  Open Access: 9 results) Presentation (19 results) (of which Int'l Joint Research: 8 results)

  • [Int'l Joint Research] University of Adelaide(オーストラリア)

    • Related Report
      2022 Annual Research Report
  • [Int'l Joint Research] University of Warsaw(ポーランド)

    • Related Report
      2022 Annual Research Report
  • [Int'l Joint Research] University of Adelaide(オーストラリア)

    • Related Report
      2021 Annual Research Report
  • [Journal Article] Proposing a New Security Game with Reward and Penalty2023

    • Author(s)
      Yoshioka Riku、Sakurai Yuko、Oyama Satoshi、Shinoda Masato
    • Journal Title

      2023 IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT)

      Volume: - Pages: 205-212

    • DOI

      10.1109/wi-iat59888.2023.00033

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Coalitional Game Theoretic Federated Learning2022

    • Author(s)
      Ota Masato、Sakurai Yuko、Oyama Satoshi
    • Journal Title

      2022 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT)

      Volume: - Pages: 48-55

    • DOI

      10.1109/wi-iat55865.2022.00017

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Measuring power in coalitional games with friends, enemies and allies2022

    • Author(s)
      Skibski Oskar、Suzuki Takamasa、Grabowski Tomasz、Sakurai Yuko、Michalak Tomasz、Yokoo Makoto
    • Journal Title

      Artificial Intelligence

      Volume: 313 Pages: 103792-103792

    • DOI

      10.1016/j.artint.2022.103792

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Sample Complexity of Learning Multi-value Opinions in Social Networks2022

    • Author(s)
      Shinoda Masato, Sakurai Yuko, Oyama Satoshi
    • Journal Title

      the series Lecture Notes in Computer Science, Principles and Practice of Multi-Agent Systems, 2022

      Volume: 13753 Pages: 192-207

    • DOI

      10.1007/978-3-031-21203-1_12

    • ISBN
      9783031212024, 9783031212031
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Concise integer linear programming formulation for clique partitioning problems2022

    • Author(s)
      Miyuki Koshimura, Emi Watanabe, Yuko Sakurai, Makoto Yokoo
    • Journal Title

      Constraints

      Volume: 27 Issue: 1-2 Pages: 99-115

    • DOI

      10.1007/s10601-022-09326-z

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adjustment of the Number of Ride-Sharing Vehicles by Introducing the predeclaration on the expected time period of use2021

    • Author(s)
      太田 真人,櫻井 祐子,岡留 剛,野田 五十樹
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 36 Issue: 6 Pages: AG21-K_1-9

    • DOI

      10.1527/tjsai.36-6_AG21-K

    • NAID

      130008110424

    • ISSN
      1346-0714, 1346-8030
    • Year and Date
      2021-11-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Mechanism Design for Public Projects via Neural Networks2021

    • Author(s)
      Guanhua Wang, Runqi Guo, Yuko Sakurai, Muhammad Ali Babar, Mingyu Guo
    • Journal Title

      Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems

      Volume: - Pages: 1380-1388

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Gini index based initial coin offering mechanism2021

    • Author(s)
      Guo Mingyu、Wang Zhenghui、Sakurai Yuko
    • Journal Title

      Autonomous Agents and Multi-Agent Systems

      Volume: 36 Issue: 1 Pages: 7-7

    • DOI

      10.1007/s10458-021-09536-4

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 分割決定木を用いた分割関数ゲームの提携構造形成アルゴリズム2019

    • Author(s)
      査 澳龍、越村 三幸、櫻井 祐子、横尾 真
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J102-D Pages: 313-323

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improved WPM encoding for coalition structure generation under MC-nets2018

    • Author(s)
      Liao Xiaojuan、Koshimura Miyuki、Nomoto Kazuki、Ueda Suguru、Sakurai Yuko、Yokoo Makoto
    • Journal Title

      Constraints

      Volume: 24 Issue: 1 Pages: 25-55

    • DOI

      10.1007/s10601-018-9295-4

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Coalition structure generation in cooperative games with compact representations2018

    • Author(s)
      Ueda Suguru、Iwasaki Atsushi、Conitzer Vincent、Ohta Naoki、Sakurai Yuko、Yokoo Makoto
    • Journal Title

      Autonomous Agents and Multi-Agent Systems

      Volume: 32 Issue: 4 Pages: 503-533

    • DOI

      10.1007/s10458-018-9386-z

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Aggregating Crowd Opinions Using Shapley Value Regression2018

    • Author(s)
      Yuko Sakurai, Jun Kawahara, Satoshi Oyama
    • Journal Title

      Lecture Notes in Computer Science: MIWAI 2018: Multi-disciplinary Trends in Artificial Intelligence

      Volume: 11248 Pages: 151-160

    • DOI

      10.1007/978-3-030-03014-8_13

    • ISBN
      9783030030131, 9783030030148
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Presentation] 報酬とペナルティを導入した数当てゲームの提案と均衡戦略の分析2023

    • Author(s)
      吉岡 陸、櫻井 祐子、小山 聡、篠田 正人
    • Organizer
      2023年度 人工知能学会全国大会 (第37回)
    • Related Report
      2022 Annual Research Report
  • [Presentation] サプライチェーンマネジメントのための交渉期間を考慮したエージェント戦略の提案2023

    • Author(s)
      木全 翔太、櫻井 祐子
    • Organizer
      2023年度 人工知能学会全国大会 (第37回)
    • Related Report
      2022 Annual Research Report
  • [Presentation] Coalitional Game Theoretic Federated Learning2022

    • Author(s)
      Ota Masato、Sakurai Yuko、Oyama Satoshi
    • Organizer
      2022 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sample Complexity of Learning Multi-value Opinions in Social Networks2022

    • Author(s)
      Shinoda Masato、Sakurai Yuko、Oyama Satoshi
    • Organizer
      The 24th International Conference on Principles and Practice of Multi-Agent Systems
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] メタ認知を活用したソーシャルネットワーク上の意見集約法の分析2022

    • Author(s)
      山下 裕,櫻井 祐子,大西 正輝,森嶋 厚行
    • Organizer
      2022年度 人工知能学会全国大会 (第36回)
    • Related Report
      2021 Annual Research Report
  • [Presentation] ソーシャルネットワーク上での意見傾向推定のために必要なサンプル数の評価2022

    • Author(s)
      篠田 正人,櫻井 祐子,小山 聡
    • Organizer
      2022年度 人工知能学会全国大会 (第36回)
    • Related Report
      2021 Annual Research Report
  • [Presentation] Mechanism Design for Public Projects via Neural Networks2021

    • Author(s)
      Guanhua Wang, Runqi Guo, Yuko Sakurai, Muhammad Ali Babar, Mingyu Guo
    • Organizer
      The 20th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS-2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] マルチエージェントシミュレーションを用いたMaaSにおける事前申告の効果分析2021

    • Author(s)
      太田 真人,櫻井 祐子,野田 五十樹
    • Organizer
      SMASH20 Summer Symposium
    • Related Report
      2020 Annual Research Report
  • [Presentation] 公平性と効率性を考慮したタクシー配車アルゴリズムの提案2021

    • Author(s)
      太田 真人,櫻井 祐子,野田 五十樹
    • Organizer
      第35回人工知能学会全国大会(JSAI2021)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 協力ゲームに基づく教師なし/半教師ありデータ価値評価2020

    • Author(s)
      櫻井 祐子, Mingyu Guo, 小山 聡
    • Organizer
      第34回人工知能学会全国大会(JSAI2020)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 推移関係を表すSAT節の削減2020

    • Author(s)
      越村 三幸,廖 暁鵑,渡部 恵海,櫻井 祐子,横尾 真
    • Organizer
      第34回人工知能学会全国大会(JSAI2020)
    • Related Report
      2020 Annual Research Report
  • [Presentation] Unknown Agents in Friends Oriented Hedonic Games: Stability and Complexity2019

    • Author(s)
      Nathanael Barrot, Kazunori Ota, Yuko Sakurai, Makoto Yokoo
    • Organizer
      The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Robustness against Agent Failure in Hedonic Games2019

    • Author(s)
      Ayumi Igarashi, Kazunori Ota, Yuko Sakurai, Makoto Yokoo
    • Organizer
      International Conference on Autonomous Agents and Multiagent Systems (AAMAS2019)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Aggregating Crowd Opinions Using Shapley Value Regression2018

    • Author(s)
      Sakurai Yuko、Kawahara Jun、Oyama Satoshi
    • Organizer
      Multi-disciplinary Trends in Artificial Intelligence (MIWAI2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] エージェントの社会性を考慮した友達優先ヘドニックゲーム2018

    • Author(s)
      大田 一徳,Nathanael Barrot,櫻井 祐子,横尾 真
    • Organizer
      合同エージェントワークショップ&シンポジウム2018 (JAWS-18)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Impact of the Number of Neutrals on Stability Concepts in Friends Oriented Hedonic Games2018

    • Author(s)
      Kazunori Ota, Nathanael Barrot, Yuko Sakurai, Makoto Yokoo
    • Organizer
      Seventh International Workshop on Computational Social Choice (COMSOC-2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] エージェントの参加が不確実な場合のk分割問題2018

    • Author(s)
      野本 一貴、櫻井 祐子、岡本 吉央、横尾 真
    • Organizer
      2018年度人工知能学会全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] エージェントの社会性を考慮したヘドニックゲーム2018

    • Author(s)
      大田 一徳、Nathanael Barrot、櫻井 祐子、横尾 真
    • Organizer
      2018年度人工知能学会全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Impact of the Number of Neutrals on Stability Concepts in Friends Oriented Hedonic Games2018

    • Author(s)
      Kazunori Ota, Nathanael Barrot, Yuko Sakurai, Makoto Yokoo
    • Organizer
      THE AAMAS-IJCAI WORKSHOP ON AGENTS AND INCENTIVES IN ARTIFICIAL INTELLIGENCE (AI^3)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2025-01-30  

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