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Winning against Go masters with massively parallel search algorithm using 10,000 or more CPU cores

Research Project

Project/Area Number 25700038
Research Category

Grant-in-Aid for Young Scientists (A)

Allocation TypePartial Multi-year Fund
Research Field Entertainment and game informatics 1
Research InstitutionInstitute of Physical and Chemical Research (2016)
Tokyo Institute of Technology (2013-2015)

Principal Investigator

Yoshizoe Kazuki  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 (80449115)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥25,610,000 (Direct Cost: ¥19,700,000、Indirect Cost: ¥5,910,000)
Fiscal Year 2016: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2015: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2014: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Fiscal Year 2013: ¥9,750,000 (Direct Cost: ¥7,500,000、Indirect Cost: ¥2,250,000)
Keywordsゲームプログラミング / 並列計算 / 探索 / 人工知能 / 囲碁 / 深層学習 / 並列探索 / ゲーム・プログラミング / モンテカルロ木探索
Outline of Final Research Achievements

Graph Search problem aims at finding node(s) or path(s) from given graphs, which has various applications including path finding and combinatorial optimization. One of the interesting example is game AI. In the original research proposal, one of our goals was to develop a strong Go program for promoting the research results. However, as is well known, a strong Go program was developed by other research groups and we had focused on other goals, which is improving the performance of parallel search algorithms and applying to various problems. For depth-first search algorithms and hash-table based algorithms, we achieved promising results. Especially for depth-first search applications, we obtained a extremely efficient parallel algorithm for realistic problems.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (12 results)

All 2016 2015 2014 Other

All Presentation (8 results) (of which Invited: 1 results) Book (1 results) Remarks (3 results)

  • [Presentation] モンテカルロ木探索を統合したプレイアウト方策の最適化2015

    • Author(s)
      渡辺順哉, 美添 一樹, 金子 知適
    • Organizer
      第20回ゲームプログラミングワークショップ (GPW2015)
    • Place of Presentation
      長野県北佐久郡軽井沢町
    • Year and Date
      2015-11-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] 数値制約ソルバーのスケーラブルな並列化2015

    • Author(s)
      石井 大輔, 美添 一樹, 鈴村 豊太郎
    • Organizer
      日本ソフトウェア科学会第32回大会
    • Place of Presentation
      東京都新宿区
    • Year and Date
      2015-09-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] Scalable Parallel Numerical Constraint Solver Using Global Load Balancing2015

    • Author(s)
      Daisuke Ishii, Kazuki Yoshizoe and Toyotaro Suzumura
    • Organizer
      X10 Workshop (X10'15)
    • Place of Presentation
      ポートランド、アメリカ
    • Year and Date
      2015-06-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] モンテカルロ木探索の理論と実践2014

    • Author(s)
      美添 一樹
    • Organizer
      第17回情報論的学習理論ワークショップ
    • Place of Presentation
      名古屋大学(愛知県・名古屋市)
    • Year and Date
      2014-11-17
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Scalable Parallel Numerical CSP Solver2014

    • Author(s)
      Daisuke Ishii, Kazuki Yoshizoe, Toyotaro Suzumura
    • Organizer
      The 20th International Conference on Principles and Practice of Constraint Programming (CP2014)
    • Place of Presentation
      リヨン、フランス
    • Year and Date
      2014-09-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] 進化計算と UCT による Mario を人間らしくプレイする AI

    • Author(s)
      中野 雄基
    • Organizer
      第18回ゲーム・プログラミングワークショップ (GPW2013)
    • Place of Presentation
      箱根
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模並列囲碁プログラムの性能評価

    • Author(s)
      美添 一樹
    • Organizer
      ERATO湊離散構造処理系プロジェクト 「2013年度 初夏のワークショップ」
    • Place of Presentation
      北海道大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] モンテカルロ木探索 並列化、囲碁、マリオAI

    • Author(s)
      美添 一樹
    • Organizer
      ERATO湊離散構造処理系プロジェクト 「2013年度 秋のワークショップ」
    • Place of Presentation
      登別
    • Related Report
      2013 Annual Research Report
  • [Book] Encyclopedia of Computer Graphics and Games2016

    • Author(s)
      Yoshizoe, Kazuki and Mueller, Martin
    • Publisher
      Springer International Publishing
    • Related Report
      2015 Annual Research Report
  • [Remarks]

    • URL

      https://researchmap.jp/k-yoshizoe/

    • Related Report
      2016 Annual Research Report
  • [Remarks]

    • URL

      https://www.researchgate.net/profile/Kazuki_Yoshizoe

    • Related Report
      2015 Annual Research Report
  • [Remarks] researchmap 美添一樹

    • URL

      http://researchmap.jp/k-yoshizoe/

    • Related Report
      2013 Annual Research Report

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Published: 2013-05-21   Modified: 2019-07-29  

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