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Toward a quantitative theory for evaluating game-theoretic resource allocation mechanisms

Research Project

Project/Area Number 17H01787
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Electro-Communications

Principal Investigator

Iwasaki Atsushi  電気通信大学, 大学院情報理工学研究科, 准教授 (30380679)

Co-Investigator(Kenkyū-buntansha) 尾山 大輔  東京大学, 大学院経済学研究科(経済学部), 准教授 (00436742)
小宮山 純平  東京大学, 生産技術研究所, 助教 (20780042)
安田 洋祐  大阪大学, 経済学研究科, 准教授 (70463966)
前原 貴憲  国立研究開発法人理化学研究所, 革新知能統合研究センター, ユニットリーダー (20751407)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥17,290,000 (Direct Cost: ¥13,300,000、Indirect Cost: ¥3,990,000)
Fiscal Year 2019: ¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2018: ¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2017: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Keywordsメカニズム設計 / ゲーム理論 / 最適化 / 計量経済学 / アルゴリズム
Outline of Final Research Achievements

This research aims to establish a theoretical basis for quantitative analysis using algorithmic/optimization techniques so that a game-theoretic resource allocation mechanism (hereinafter referred to as the "mechanism") is developed. In particular, we have developed a parametric notion of dynamic games to contribute to data analysis. We have successfully characterized non-trivial cooperative/collusive equilibrium strategies in multimarket contacts. The results were accepted by the AAAI 2020, the leading conference in the field of artificial intelligence (acceptance rate of 20.6% = 1591/7737). As a further extension of the stable marriage problem, we studied approximate stable matchings with budget constraints. The results are accepted at IJCAI2017 (25% acceptance rate = 137/550) and AAAI2018 (acceptance rate of 25%=933/over 3800).

Academic Significance and Societal Importance of the Research Achievements

本研究で主たる対象とした,多市場接触は経済学における理論と実証の双方において重要な応用例の1つである.本研究ではとくに「多市場接触は談合を促進するか?」という問いに対して,世界で初めて非自明な協力戦略を特定し,その特徴付けを与えることに成功した.この成果は,多市場接触の実証に有用な企業の振る舞いのモデルとなることが期待される.一方で,予算制約付き近似安定マッチングでは,現実的な要請にもとづく制約の下で,人や資源をどのように組み合わせるのが望ましいかの規範を与えることに成功しており,例えば,児童と保育園のマッチングの現実と理想を比較する上で重要な成果といえる.

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (41 results)

All 2020 2019 2018 2017 Other

All Journal Article (25 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 24 results,  Open Access: 13 results,  Acknowledgement Compliant: 1 results) Presentation (6 results) (of which Invited: 3 results) Book (3 results) Remarks (7 results)

  • [Journal Article] Repeated Multimarket Contact with Private Monitoring: A Belief-Free Approach2020

    • Author(s)
      Atsushi Iwasaki, Tadashi Sekiguchi, Shun Yamamoto, and Makoto Yokoo
    • Journal Title

      Proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI-2020)

      Volume: 1

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Approximately Stable Matchings with General Constraints2020

    • Author(s)
      Yasushi Kawase、Atsushi Iwasaki
    • Journal Title

      Proceedings of the 18th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS-2020)

      Volume: 1 Pages: 602-610

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Generalized Belief Operator and Robustness in Binary-Action Supermodular Games2020

    • Author(s)
      Daisuke Oyama, Satoru Takahashi
    • Journal Title

      Econometrica

      Volume: 88 Issue: 2 Pages: 693-726

    • DOI

      10.3982/ecta17237

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Oligopolistic equilibrium and financial constraints2020

    • Author(s)
      Bevia Carmen、Corchon Luis C.、Yasuda Yosuke
    • Journal Title

      The RAND Journal of Economics

      Volume: 51 Issue: 1 Pages: 279-300

    • DOI

      10.1111/1756-2171.12313

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Scaling Multi-Armed Bandit Algorithms2019

    • Author(s)
      Edouard Fouche、Junpei Komiyama、Klemens Bohm
    • Journal Title

      Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD 2019)

      Volume: 1 Pages: 1449-1459

    • DOI

      10.1145/3292500.3330862

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Bankruptcy is an inevitable fate of repeated investments with leverage2019

    • Author(s)
      Nii Momoka、Okabe Takuya、Ito Hiromu、Morita Satoru、Yasuda Yosuke、Yoshimura Jin
    • Journal Title

      Scientific Reports

      Volume: 9 (13745) Issue: 1 Pages: 1-5

    • DOI

      10.1038/s41598-019-50237-6

    • NAID

      120006988398

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [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 2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Approximately Stable Matchings With Budget Constraints2018

    • Author(s)
      Kawase Yasushi、Iwasaki Atsushi
    • Journal Title

      Thirty-Second AAAI Conference on Artificial Intelligence

      Volume: - Pages: 1113-1120

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On the (non-)differentiability of the optimal value function when the optimal solution is unique2018

    • Author(s)
      Daisuke Oyama and Tomoyuki Takenawa
    • Journal Title

      Journal of Mathematical Economics

      Volume: 印刷中 Pages: 21-32

    • DOI

      10.1016/j.jmateco.2018.02.004

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] UCB-SC: A Fast Variant of KL-UCB-SC for Budgeted Multi-Armed Bandit Problem2018

    • Author(s)
      WATANABE Ryo、KOMIYAMA Junpei、NAKAMURA Atsuyoshi、KUDO Mineichi
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E101.A Issue: 3 Pages: 662-667

    • DOI

      10.1587/transfun.E101.A.662

    • NAID

      130006410801

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonconvex Optimization for Regression with Fairness Constraints2018

    • Author(s)
      Komiyama Junpei、Takeda Akiko、Honda Junya、Shimano Hajime
    • Journal Title

      35th International Conference on Machine Learning

      Volume: - Pages: 2742-2751

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Approximately Stable Matchings with Budget Constraints2018

    • Author(s)
      Kawase Yasushi、Iwasaki Atsushi
    • Journal Title

      AAAI

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Typical approximation performance for maximum coverage problem2018

    • Author(s)
      Satoshi Takabe, Takanori Maehara, and Koji Hukushima
    • Journal Title

      Physical Review E

      Volume: 97(2)

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Jointly Learning Word Embeddings Using a Corpus and a Knowledge Base2018

    • Author(s)
      Mohammed Alsuhaibani, Danushka Bollegala, Takanori Maehara, and Ken-ichi Kawarabayashi
    • Journal Title

      PLOS ONE

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Continuous relaxation for discrete DC programming2018

    • Author(s)
      Takanori Maehara, Naoki Marumo, and Kazuo Murota
    • Journal Title

      Mathematical Programming, Series B

      Volume: 169(1) Pages: 199-219

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dynamic determinantal point processes2018

    • Author(s)
      Takayuki Osogami, Rudy Raymond, Akshay Goel, Tomoyuki Shirai, and Takanori Maehara
    • Journal Title

      AAAI

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Stochastic Packing Integer Programs with Few Queries2018

    • Author(s)
      Takanori Maehara and Yutaro Yamaguchi
    • Journal Title

      SODA

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Near-Feasible Stable Matchings with Budget Constraints2017

    • Author(s)
      Yasushi Kawase and Atsushi Iwasaki
    • Journal Title

      Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI2017)

      Volume: - Pages: 242-248

    • DOI

      10.24963/ijcai.2017/35

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Controlled School Choice with Soft Bounds and Overlapping Types2017

    • Author(s)
      Ryoji Kurata, Naoto Hamada, Atsushi Iwasaki, Makoto Yokoo
    • Journal Title

      Journal of Artificial Intelligence Research

      Volume: 58 Pages: 153-184

    • DOI

      10.1613/jair.5297

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Optimization from Non-Uniform Samples2017

    • Author(s)
      So Nakashima and Takanori Maehara
    • Journal Title

      NIPS 2017 workshop on Discrete Structures in Machine Learning

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] On Tensor Train Rank Minimization: Statistical Efficiency and Scalable Algorithm2017

    • Author(s)
      Masaaki Imaizumi, Takanori Maehara, and Kohei Hayashi
    • Journal Title

      NIPS

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Exact Computation of Influence Spread by Binary Decision Diagrams2017

    • Author(s)
      Takanori Maehara, Hirofumi Suzuki and Masakazu Ishihata
    • Journal Title

      WWW

      Volume: n/a Pages: 947-956

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Statistical Emerging Pattern Mining with Multiple Testing Correction2017

    • Author(s)
      Junpei Komiyama, Masakazu Ishihata, Hiroki Arimura, Takashi Nishibayashi, Shin-Ichi Minato
    • Journal Title

      KDD

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Position-based Multiple-play Multi-armed Bandit Problem with Unknown Position Bias2017

    • Author(s)
      J. Komiyama, J. Honda, and A. Takeda
    • Journal Title

      NIPS

      Volume: n/a

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 5つの「なぜ?」でわかるノーベル経済学賞2017

    • Author(s)
      安田 洋祐
    • Journal Title

      一橋ビジネスレビュー

      Volume: 65(1) Pages: 86-99

    • Related Report
      2017 Annual Research Report
  • [Presentation] 見間違え付き繰り返しゲームにおける協力的均衡とダイナミクス2019

    • Author(s)
      西野上和真
    • Organizer
      日本OR学会秋季研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 見間違えのある繰り返しゲームにおける戦略のダイナミクス2018

    • Author(s)
      浅野 真宏
    • Organizer
      日本OR学会秋季研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 地域上限制約付きマッチングの効率性改善に関する研究2018

    • Author(s)
      前島 萌
    • Organizer
      日本OR学会秋季研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Multi-armed Bandit Problems: Formulations and Applications2017

    • Author(s)
      Junpei Komiyama
    • Organizer
      Summer Workshop on Economic Theory
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 巨大ネットワーク解析の算法:グラフ極限(Graphons)とその周辺2017

    • Author(s)
      Takanori Maehara
    • Organizer
      Summer Workshop on Economic Theory
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] ネット広告に対する予算配分問題とその周辺2017

    • Author(s)
      前原 貴憲
    • Organizer
      ゲーム理論ワークショップ
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Book] 入門 オークション:市場をデザインする経済学2017

    • Author(s)
      安田洋祐(監訳):ティモシー・ハバード, ハリー・パーシュ
    • Total Pages
      280
    • Publisher
      NTT出版
    • Related Report
      2017 Annual Research Report
  • [Book] レヴィット ミクロ経済学 基礎編2017

    • Author(s)
      安田洋祐(監訳):スティーヴン・レヴィット, オースタン・グールズビー, チャド・サイヴァーソン
    • Total Pages
      581
    • Publisher
      東洋経済新報社
    • Related Report
      2017 Annual Research Report
  • [Book] レヴィット ミクロ経済学 発展編2017

    • Author(s)
      安田洋祐(監訳):スティーヴン・レヴィット, オースタン・グールズビー, チャド・サイヴァーソン
    • Total Pages
      636
    • Publisher
      東洋経済新報社
    • Related Report
      2017 Annual Research Report
  • [Remarks] Computational Incentive Science

    • URL

      https://sites.google.com/site/a2ciwasaki/

    • Related Report
      2019 Annual Research Report
  • [Remarks] yyasuda's website

    • URL

      https://sites.google.com/site/yosukeyasuda/jp

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Remarks] Daisuke Oyama's Homepage

    • URL

      http://www.oyama.e.u-tokyo.ac.jp/

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Remarks] Junpei Komiyama's Homepage

    • URL

      https://sites.google.com/view/junpeikomiyama/home

    • Related Report
      2019 Annual Research Report
  • [Remarks] Computational Incentive Science

    • URL

      https://sites.google.com/site/a2ciwasaki/home

    • Related Report
      2018 Annual Research Report
  • [Remarks] 小宮山 純平 (Junpei Komiyama), Ph.D.

    • URL

      http://www.tkl.iis.u-tokyo.ac.jp/~jkomiyama/index_jp.html

    • Related Report
      2018 Annual Research Report
  • [Remarks] インセンティブサイエンスの算法セミナー

    • URL

      https://sites.google.com/site/a2ciwasaki/home/cis-seminars

    • Related Report
      2017 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2021-02-19  

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