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Human Centric Mechanism Design for Crowdsourcing

Research Project

Project/Area Number 15H02751
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionNational Institute of Advanced Industrial Science and Technology (2017)
Kyushu University (2015-2016)

Principal Investigator

Sakurai Yuko  国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 主任研究員 (10396137)

Co-Investigator(Kenkyū-buntansha) 横尾 真  九州大学, システム情報科学研究院, 主幹教授 (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, 研究員 (60396140)
Co-Investigator(Renkei-kenkyūsha) OYAMA Satoshi  北海道大学, 情報科学研究科, 准教授 (30346100)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥12,220,000 (Direct Cost: ¥9,400,000、Indirect Cost: ¥2,820,000)
Fiscal Year 2017: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2016: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2015: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Keywordsクラウドソーシング / メカニズム設計 / マルチエージェントシステム / ヒューマンコンピュテーション / メカニズムデザイン / ヒューマンコンピューテーション
Outline of Final Research Achievements

Crowdsourcing is a platform to realize human computation which aims to find a solution for a complicated problem by combining computation and human knowledge. In crowdsourcing, mechanism design considering a diversity of workers is an important issue to obtain a desirable outcome, since a requester asks an unspecified number of workers to do a task. Therefore, in this research project, we have reconstructed the theory of mechanism design from a human centric point of view by considering human feasibility. More specifically, we mainly have studied (1) the issue of workers' communication, (2) the issue of estimating a worker's ability, and (3) the issue of organizing workers' teams. We have developed several mechanisms and algorithms by integrating the techniques from social phycology, machine learning, and muliti-agent systems.

Report

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

    (27 results)

All 2018 2017 2016 2015 Other

All Journal Article (5 results) (of which Peer Reviewed: 4 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (21 results) (of which Int'l Joint Research: 12 results,  Invited: 1 results) Remarks (1 results)

  • [Journal Article] Cake Cutting for All-or-Nothing Utility2017

    • Author(s)
      伊原 尚正,東藤 大樹,櫻井 祐子,横尾 真
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 32 Issue: 5 Pages: AG16-E_1-9

    • DOI

      10.1527/tjsai.AG16-E

    • NAID

      130006039485

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Coalition Structure Generation for Partition Function Games Utilizing a Concise Graphical Representation2017

    • Author(s)
      Aolong Zha, Kazuki Nomoto, Suguru Ueda, Miyuki Koshimura, Yuko Sakurai, and Makoto Yokoo
    • Journal Title

      Lecture Notes in Artificial Intelligence: PRIMA 2017: Principles and Practice of Multi-Agent Systems

      Volume: 10621 Pages: 143-159

    • DOI

      10.1007/978-3-319-69131-2_9

    • ISBN
      9783319691305, 9783319691312
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Crowdsourcing Mechanism Design2017

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

      Lecture Notes in Artificial Intelligence: PRIMA 2017: Principles and Practice of Multi-Agent Systems

      Volume: 10621 Pages: 495-503

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ヒューマンコンピュテーションとクラウドソーシング─オーガナイズドセッションから見る研究分野の深化─2017

    • Author(s)
      松原 繁夫,櫻井 祐子
    • Journal Title

      人工知能学会誌

      Volume: 32(6) Pages: 898-904

    • NAID

      130007917415

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Strategy-proof Cake Cutting Mechanisms for the All-or-nothing Utility2017

    • Author(s)
      Takamasa Ihara, Shunsuke Tsuruta,Taiki Todo, Yuko Sakurai, Makoto Yokoo
    • Journal Title

      Fundamenta Informaticae

      Volume: 印刷中

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 集合知を用いたメカニズム設計の検討2018

    • Author(s)
      櫻井 祐子,小山 聡
    • Organizer
      第80回情報処理学会全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] MC-netsを用いた提携構造形成問題のMaxSAT符号化の改良と評価2018

    • Author(s)
      越村 三幸,廖 暁鵑,野本 一貴,上田 俊,櫻井 祐子,横尾 真
    • Organizer
      人工知能学会 第106回人工知能基本問題研究会(SIG-FPAI)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Toward Crowdsourced Mechanism Design2017

    • Author(s)
      Yuko Sakurai, Masafumi Matsuda, and Satoshi Oyama
    • Organizer
      Collective Intellifence 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] クラウドワーカを利用したメカニズム設計のための一考察2017

    • Author(s)
      櫻井 祐子,松田 昌史,小山 聡
    • Organizer
      人工知能学会全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] デジタルゲリマンダーをメカニズムデザイン (計算機科学的ゲーム理論) の立場から読み解く2017

    • Author(s)
      櫻井 祐子
    • Organizer
      第16回情報科学技術フォーラム (FIT2017)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Core Stability in Hedonic Games among Friends and Enemies:Impact of Neutrals2017

    • Author(s)
      Kazunori Ota, Nathanael Barrot, Anisse Ismaili, Yuko Sakurai, and Makoto Yokoo
    • Organizer
      The 26th International Joint Congerence on Artificial Intelligence (IJCAI2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] MC-netsを用いた提携構造形成問題のMaxSAT符号化の改良2017

    • Author(s)
      越村 三幸,廖 暁鵑,野本 一貴,上田 俊,櫻井 祐子,横尾 真
    • Organizer
      第34回日本ソフトウェア科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Requesters' Personal Values, Just-world Beliefs, and Their Choice of Incentive Mechanisms2017

    • Author(s)
      Yuko Sakurai, Masafumi Matsuda, and Satoshi Oyama
    • Organizer
      The 5th AAAI Conference on Human Computation and Crowdsourcing (HCOMP2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Coalition Structure Generation for Partition Function Games Utilizing a Concise Graphical Representation2017

    • Author(s)
      Aolong Zha, Kazuki Nomoto, Suguru Ueda, Miyuki Koshimura, Yuko Sakurai, and Makoto Yokoo
    • Organizer
      The 20th International Conference on Principles and Practice of Multi-Agent Systems (PRIMA2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Crowdsourcing Mechanism Design2017

    • Author(s)
      Yuko Sakurai, Masafumi Matsuda, Masato Shinoda, and Satoshi Oyama
    • Organizer
      The 20th International Conference on Principles and Practice of Multi-Agent Systems (PRIMA2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ヘドニックゲームの新たな選好モデルにおけるコア安定性の一考察2017

    • Author(s)
      大田 一徳,Nathanael Barrot,Anisse Ismaili,,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2017 (JAWS2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] マルチエージェントシステムの研究動向について2016

    • Author(s)
      櫻井 祐子
    • Organizer
      第33回日本ソフトウェア科学会大会
    • Place of Presentation
      宮城県仙台市(東北大学)
    • Year and Date
      2016-09-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] Individually Rational Strategy-Proof Social Choice with Exogenous Indifference Sets2016

    • Author(s)
      Mingyu Guo, Yuko Sakurai, Taiki Todo, Makoto Yokoo
    • Organizer
      19th International Conference on Princiles and Practice of Multi-Agent Systems
    • Place of Presentation
      Phuket, Thailand
    • Year and Date
      2016-08-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] シャプレイ値に基づくクラウドワーカの能力推定2016

    • Author(s)
      櫻井 祐子,小山 聡
    • Organizer
      2016年度人工知能学会全国大会
    • Place of Presentation
      福岡県北九州市(北九州国際会議場)
    • Year and Date
      2016-06-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] Aggregating Crowd Opinions Using the Shapley Value Regression2016

    • Author(s)
      Yuko Sakruai, Satoshi Oyama
    • Organizer
      Collective Intelligence 2016 (CI-2016)
    • Place of Presentation
      New York, NY, USA
    • Year and Date
      2016-06-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Ability Grouping of Crowd Workers via Reward Discrimination2016

    • Author(s)
      Yuko Sakurai, Tenda Okimoto, Masaaki Oka, Masato Shinoda, Makoto Yokoo
    • Organizer
      NIPS2016 Workshop on Crowdsourcing and Machine Learning
    • Place of Presentation
      Balcelona, Spain
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Flexible Reward Plans to Elicit Truthful Predictions in Crowdsourcing2015

    • Author(s)
      Yuko Sakurai, Satoshi Oyama, Masato Shinoda, Makoto Yokoo
    • Organizer
      3rd AAAI Conference on Human Computation and Crowdsourcing (HCOMP2015)
    • Place of Presentation
      San Diego, California
    • Year and Date
      2015-11-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Flexible Reward Plans for Crowdsourced Tasks2015

    • Author(s)
      Yuko Sakurai, Masato Shinoda, Satoshi Oyama, Makoto Yokoo
    • Organizer
      18th International Conference on Principles and Practice of Multi-Agent Systems (PRIMA2015)
    • Place of Presentation
      Bertinoro, Italy
    • Year and Date
      2015-10-26
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Strategy-Proof Cake Cutting Mechanisms for All-or-Nothing Utility2015

    • Author(s)
      Takamasa Ihara, Shunsuke Tsuruta, Taiki Todo, Yuko Sakurai, Makoto Yokoo
    • Organizer
      18th International Conference on Principles and Practice of Multi-Agent Systems (PRIMA2015)
    • Place of Presentation
      Bertinoro, Italy
    • Year and Date
      2015-10-26
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] クラウドソーシングのための一般化スコアリングルールの提案2015

    • Author(s)
      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2015 (JAWS2015)
    • Place of Presentation
      石川県
    • Year and Date
      2015-09-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] Fairness and False-Name Manipulations in Randomized Cake Cutting2015

    • Author(s)
      Shunsuke Tsuruta, Masaaki Oka, Taiki Todo, Yuko Sakurai, Makoto Yokoo
    • Organizer
      14th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2015)
    • Place of Presentation
      Istanbul, Turkey
    • Year and Date
      2015-05-04
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Remarks]

    • URL

      https://sites.google.com/view/yukosakurai/

    • Related Report
      2017 Annual Research Report

URL: 

Published: 2015-04-16   Modified: 2023-03-16  

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