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soma tasuku  相馬 輔

… Alternative Names

相馬 輔  ソウマ タスク

Soma Tasuku  相馬 輔

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Researcher Number 90784827
Other IDs
  • ORCIDhttps://orcid.org/0000-0001-9519-2487
Affiliation (Current) 2025: 統計数理研究所, 先端データサイエンス研究系, 准教授
Affiliation (based on the past Project Information) *help 2023 – 2024: 統計数理研究所, 先端データサイエンス研究系, 准教授
2019: 東京大学, 大学院情報理工学系研究科, 助教
2016 – 2017: 東京大学, 大学院情報理工学系研究科, 助教
Review Section/Research Field
Principal Investigator
Basic Section 60010:Theory of informatics-related / Mathematical informatics
Except Principal Investigator
Medium-sized Section 60:Information science, computer engineering, and related fields
Keywords
Principal Investigator
組合せ最適化 / 集中不等式 / スペクトル疎化 / アルゴリズム / 機械学習
Except Principal Investigator
アルゴリズム / 非正曲率空間 / 凸最適化
  • Research Projects

    (3 results)
  • Research Products

    (19 results)
  • Co-Researchers

    (5 People)
  •  非正曲率空間上の次世代凸最適化

    • Principal Investigator
      平井 広志
    • Project Period (FY)
      2024 – 2029
    • Research Category
      Grant-in-Aid for Challenging Research (Pioneering)
    • Review Section
      Medium-sized Section 60:Information science, computer engineering, and related fields
    • Research Institution
      Nagoya University
  •  行列集中不等式による組合せ最適化アルゴリズムの設計Principal Investigator

    • Principal Investigator
      相馬 輔
    • Project Period (FY)
      2022 – 2025
    • Research Category
      Grant-in-Aid for Early-Career Scientists
    • Review Section
      Basic Section 60010:Theory of informatics-related
    • Research Institution
      The Institute of Statistical Mathematics
      The University of Tokyo
  •  Studies of models and algorithms in machine learning via submodular optimizationPrincipal Investigator

    • Principal Investigator
      Soma Tasuku
    • Project Period (FY)
      2016 – 2017
    • Research Category
      Grant-in-Aid for Research Activity Start-up
    • Research Field
      Mathematical informatics
    • Research Institution
      The University of Tokyo

All 2024 2023 2020 2019 2018 2017

All Journal Article Presentation

  • [Journal Article] Online Algorithms for Spectral Hypergraph Sparsification2024

    • Author(s)
      Tasuku Soma, Kam Chuen Tung, Yuichi Yoshida
    • Journal Title

      Integer Programming and Combinatorial Optimization

      Volume: -

    • Peer Reviewed / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Journal Article] 整数格子点上の劣モジュラ最大化と近似アルゴリズム2018

    • Author(s)
      相馬輔
    • Journal Title

      オペレーションズ・リサーチ

      Volume: 63 Pages: 36-42

    • Open Access
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Journal Article] A New Approximation Guarantee for Monotone Submodular Function Maximization via Discrete Convexity2018

    • Author(s)
      Tasuku Soma and Yuichi Yoshida
    • Journal Title

      Proceedings of the 45th International Colloquium on Automata, Languages, and Programming (ICALP)

      Volume: -

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Journal Article] Non-monotone DR-Submodular Function Maximization2017

    • Author(s)
      Tasuku Soma and Yuichi Yoshida
    • Journal Title

      Proceedings of the 31st AAAI Conference on Artificial Inteligence

      Volume: -

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Journal Article] Regret Ratio Minimization in Multi-objective Submodular Function Maximization2017

    • Author(s)
      Tasuku Soma and Yuichi Yoshida
    • Journal Title

      Proceedings of the 31st AAAI Conference on Artificial Inteligence

      Volume: -

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Presentation] Online Algorithms for Spectral Hypergraph Sparsification2024

    • Author(s)
      Tasuku Soma, Kam Chuen Tung, Yuichi Yoshida
    • Organizer
      The 25th Conference on Integer Programming and Combinatorial Optimization
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] Algebraic combinatorial optimization on the degree of determinants of noncommutative symbolic matrices2024

    • Author(s)
      Tasuku Soma
    • Organizer
      26th COMBINATORIAL OPTIMIZATION WORKSHOP at Aussois
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] Shrunk Subspaces Via Operator Sinkhorn Iteration2023

    • Author(s)
      Cole Franks, Tasuku Soma, Michel Goemans
    • Organizer
      SIAM OP23
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] Spectral Sparsification of Hypergraphs2023

    • Author(s)
      Tasuku Soma
    • Organizer
      7th ZIB-IMI-ISM-NUS-RIKEN-MODAL Workshop on Future Algorithms and Applications
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] 作用素スケーリングに対する情報幾何2020

    • Author(s)
      松田孟留,相馬輔
    • Organizer
      日本応用数理学会 第16回 研究部会連合発表会
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] 劣モジュラ関数最大化入門2019

    • Author(s)
      相馬輔
    • Organizer
      第22回情報論的学習理論ワークショップ
    • Invited
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] No-regret algorithms for online k-submodular maximization2019

    • Author(s)
      Tasuku Soma
    • Organizer
      The 22nd International Conference on Artificial Intelligence and Statistics
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] Spectral sparsification of hypergraphs2019

    • Author(s)
      相馬輔
    • Organizer
      電子情報通信学会 コンピュテーション研究会(COMP)
    • Invited
    • Data Source
      KAKENHI-PROJECT-19K20212
  • [Presentation] 離散凸性による劣モジュラ最大化の近似比保証2018

    • Author(s)
      相馬輔,吉田悠一
    • Organizer
      日本オペレーションズ・リサーチ学会 「離散アルゴリズムの応用と理論」研究部会
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Presentation] Regret Ratio Minimization in Multi-objective Submodular Function Maximization2017

    • Author(s)
      Tasuku Soma and Yuichi Yoshida
    • Organizer
      The 10th Japanese-Hungarian Symposium on Discrete Mathematics and Its Applications
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Presentation] 離散凸性による劣モジュラ最大化の近似比保証2017

    • Author(s)
      相馬輔,吉田悠一
    • Organizer
      Japanese Center for Combinatorics and its Applications Japanese Conference on Combinatorics and its Applications
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Presentation] Non-monotone DR-Submodular Function Maximization2017

    • Author(s)
      Tasuku Soma and Yuichi Yoshida
    • Organizer
      The 31st AAAI Conference on Artificial Inteligence
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Presentation] Regret Ratio Minimization in Multi-objective Submodular Function Maximization2017

    • Author(s)
      Tasuku Soma and Yuichi Yoshida
    • Organizer
      The 31st AAAI Conference on Artificial Inteligence
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H06676
  • [Presentation] 整数格子点上の劣モジュラ最大化と近似アルゴリズム2017

    • Author(s)
      相馬輔
    • Organizer
      第29回 RAMPシンポジウム
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H06676
  • 1.  平井 広志 (20378962)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 2.  岩政 勇仁 (70854602)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 3.  大城 泰平 (10908768)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 4.  谷川 眞一 (30623540)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 5.  早水 桃子 (00785727)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results

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