Suzumura Toyotaro 鈴村豊太郎

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SUZUMURA Toyotaro 鈴村豊太郎

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Researcher Number	70552438
Other IDs
Affiliation (Current)	2026: 東京大学, 情報基盤センター, 教授 2026: 東京大学, 大学院情報理工学系研究科, 教授
Affiliation (based on the past Project Information) *help	2021 – 2024: 東京大学, 情報基盤センター, 教授 2012: 東京工業大学, 情報理工学(系)研究科, 准教授 2010 – 2012: 東京工業大学, 大学院・情報理工学研究科, 客員准教授
Review Section/Research Field	Principal Investigator Sections That Are Subject to Joint Review: Basic Section60040:Computer system-related , Basic Section60090:High performance computing-related / Basic Section 60040:Computer system-related / Basic Section 60090:High performance computing-related / 1001:Information science, computer engineering, and related fields / Media informatics/Database
Keywords	Principal Investigator 人工知能 / 機械学習 / グラフニューラルネットワーク / ビッグデータ / 深層学習 / 時系列データ / 交通システム / マッチング / 基盤モデル / 推薦システム … More / 脳波 / 大規模言語モデル / 時系列グラフ / ホロポーテーション / 大規模データ処理 / 金融 / スーパーコンピュータ / 高性能計算 / 大規模データ / グラフ解析 / 大規模グラフ / 性能最適化 / クラウド / 動的負荷分散 / Elastic / データストリーム処理 / リアルタイム / ストリーム / ストリームコンピューティング / Webサービス Less

Research Projects
(3 results)
Research Products
(30 results)

スケーラブルな超大規模長期時系列グラフニューラルネットワークの研究Principal Investigator
- Principal Investigator
  
  鈴村豊太郎
- Project Period (FY)
  2024 – 2027
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 60090:High performance computing-related
  Basic Section 60040:Computer system-related
  Sections That Are Subject to Joint Review: Basic Section60040:Computer system-related , Basic Section60090:High performance computing-related
- Research Institution
  The University of Tokyo
Graph Neural Networks for Large-Scale Imbalanced DataPrincipal Investigator
- Principal Investigator
  
  Suzumura Toyotaro
- Project Period (FY)
  2021 – 2022
- Research Category
  
  Grant-in-Aid for Research Activity Start-up
- Review Section
  
  1001:Information science, computer engineering, and related fields
- Research Institution
  The University of Tokyo
Real-time physical world analysis with large-scale web streaming datPrincipal Investigator
- Principal Investigator
  
  SUZUMURA Toyotaro
- Project Period (FY)
  2010 – 2012
- Research Category
  
  Grant-in-Aid for Challenging Exploratory Research
- Research Field
  
  Media informatics/Database
- Research Institution
  Tokyo Institute of Technology

All 2025 2024 2023 2022 2011 2010

All Journal Article Presentation

[Journal Article] A Look Into News Avoidance Through AWRS: An Avoidance-Aware Recommender System2025
- Author(s)
  Igor L.R. Azevedo, Toyotaro Suzumura, Yuichiro Yasui
- Journal Title
  
  Proceedings of the 2025 SIAM International Conference on Data Mining (SDM)
  
  Volume: 2025 Pages: 192-202
- DOI
  10.1137/1.9781611978520.18
- ISBN
  9781611978520
- Data Source
  KAKENHI-PROJECT-23K28098
[Journal Article] How Expressive are Transformers in Spectral Domain for Graphs?2023
- Author(s)
  Bastos, Anson, Abhishek Nadgeri, Kuldeep Singh, Hiroki Kanezashi, Toyotaro Suzumura, and Isaiah Onando Mulang
- Journal Title
  
  Transactions on Machine Learning Research (2023)
  
  Volume: -
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K21280
[Journal Article] Ethereum Fraud Detection with Heterogeneous Graph Neural Networks2022
- Author(s)
  Hiroki Kanezashi, Toyotaro Suzumura, Xin Liu, Takahiro Hirofuchi
- Journal Title
  
  arxiv
  
  Volume: - Pages: 1-8
- Open Access
- Data Source
  KAKENHI-PROJECT-21K21280
[Journal Article] クラウド環境を利用したElasticなデータストリーム処理2011
- Author(s)
  石井惇志、鈴村豊太郎
- Journal Title
  
  情報処理学会SACSIS2011先進的計算基盤システムシンポジウム
  
  Volume: 2011 Pages: 189-196
- NAID
  170000065642
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] データストリーム処理によるインクリメンタルグラフ処理に向けて2011
- Author(s)
  西井俊介、鈴村豊太郎
- Journal Title
  
  電子情報通信学会技術研究報告.DE,データ工学
  
  Volume: 111 Pages: 43-48
- NAID
  110008746575
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] 「クラウドを利用したElasticなデータストリーム処理」2011
- Author(s)
  石井惇志、鈴村豊太郎
- Journal Title
  
  情報処理学会SACSIS2011先進的計算基盤システムシンポジウム
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] Tonegawa: Highly Scalable Distributed Web Server with Data Stream Processing2011
- Author(s)
  Tomoaki Oiki and Toyotaro Suzumura
- Journal Title
  
  IEEE ICC2011(International Conference onCommunications) Workshop T2FutureNet IV
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] 「グラフ分割を用いた大規模2部グラフのデータストリーム処理」2011
- Author(s)
  雁瀬優、上野晃司、鈴村豊太郎
- Journal Title
  
  情報処理学会論文誌(ACS論文誌第35号)
- NAID
  40019259104
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] Design and Implementation of Distributed Speech RecognitionSystem2011
- Author(s)
  Shunsuke Nishii and Toyotaro Suzumura
- Journal Title
  
  CUTE 2012
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] Elastic Stream Computing with Cloud2011
- Author(s)
  Atsushi Ishii and Toyotaro Suzumura
- Journal Title
  
  IEEE CLOUD 2011 (The 4th International Conference on Cloud Computing)
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] StreamWeb: Real-Time Web Monitoring with Stream Computing2011
- Author(s)
  Toyotaro Suzumura and Tomoaki Oiki
- Journal Title
  
  IEEE ICWS (The 9th International Conference on Web Services)
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] データストリーム処理とバッチ処理における動的負荷分散2010
- Author(s)
  松浦紘也、鈴村豊太郎
- Journal Title
  
  電子情報通信学会技術研究報告
  
  Volume: 110(107) Pages: 69-74
- NAID
  110007889943
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] クラウドを利用したElasticなデータストリーム処理の検討2010
- Author(s)
  石井惇志、鈴村豊太郎
- Journal Title
  
  インターネットコンファレンス2010WIPセッション
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] データストリーム処理系を用いたスケーラブルな音声認識2010
- Author(s)
  西井俊介、鈴村豊太郎
- Journal Title
  
  インターネットコンファレンス2010
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] データストリーム処理系SystemSとHadoopの統合実行環境2010
- Author(s)
  松浦紘也、雁瀬優、鈴村豊太郎
- Journal Title
  
  情報処理学会第22回コンピュータシンポジウムCOMSYS2010
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Journal Article] データストリーム処理を用いた変化点検知アルゴリズムSSTのGPUによる性能最適化2010
- Author(s)
  森田康介、鈴村豊太郎
- Journal Title
  
  電子情報通信学会技術研究報告
  
  Volume: 110(107) Pages: 19-24
- NAID
  110007889934
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22650017
[Presentation] GEFM: Graph-Enhanced EEG Foundation Model2025
- Author(s)
  Limin Wang, Toyotaro Suzumura, Hiroki Kanezashi
- Organizer
  The 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25), Workshop on Large Language Models and Generative AI for Health (GenAI4Health)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28098
[Presentation] Graph Adapter for Parameter-Efficient Fine-Tuning of EEG Foundation Models2025
- Author(s)
  Toyotaro Suzumura, Hiroki Kanezashi, Shotaro Akahori
- Organizer
  The 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25), The 9th International Workshop on Health Intelligence (W3PHIAI-25)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28098
[Presentation] Beyond Spatio-Temporal Representations: Evolving Fourier Transform for Temporal Graphs2024
- Author(s)
  Anson Bastos, Kuldeep Singh, Abhishek Nadgeri, Manish Singh, Toyotaro Suzumura
- Organizer
  The Twelfth International Conference on Learning Representations (ICLR 2024)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28098
[Presentation] Optimizing Matching Markets with Graph Neural Networks and Reinforcement Learning2024
- Author(s)
  Satoshi Waki, Toyotaro Suzumura, Hiroki Kanezashi
- Organizer
  RecEcosys Workshop “Recommendation Ecosystems: Modeling, Optimization and Incentive Design” @ AAAI 2024
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28098
[Presentation] Can Persistent Homology provide an efficient alternative for Evaluation of Knowledge Graph Completion Methods?2023
- Author(s)
  Anson Bastos, Kuldeep Singh, Abhishek Nadgeri, Johannes Hoffart, Manish Singh, and Toyotaro Suzumura
- Organizer
  ACM Web Conference 2023 (WWW '23).
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K21280
[Presentation] Going Beyond Local: Global Graph-Enhanced Personalized News Recommendations2023
- Author(s)
  Boming Yang, Dairui Liu, Toyotaro Suzumura, Ruihai Dong, Irene Li
- Organizer
  ACM Conference on Recommender Systems (RecSys 2023)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28098
[Presentation] Learnable Spectral Wavelets on Dynamic Graphs to Capture Global Interactions2023
- Author(s)
  Bastos, Anson, Abhishek Nadgeri, Kuldeep Singh, Toyotaro Suzumura, and Manish Singh
- Organizer
  AAAI Conference on Artificial Intelligence (2023)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K21280
[Presentation] Revisiting Mobility Modeling with Graph: A Graph Transformer Model for Next Point-of-Interest Recommendation2023
- Author(s)
  Xiaohang Xu, Toyotaro Suzumura, Jiawei Yong, Masatoshi Hanai, Chuang Yang, Hiroki Kanezashi, Renhe Jiang, Shintaro Fukushima
- Organizer
  ACM International Conference on Advances in Geographic Information Systems (SIGSPATIAL 2023)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28098
[Presentation] Ethereum Fraud Detection with Heterogeneous Graph Neural Networks2022
- Author(s)
  Kanezashi, Hiroki, Toyotaro Suzumura, Xin Liu, and Takahiro Hirofuchi
- Organizer
  28TH ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD’22), Workshop on Mining and Learning with Graphs
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-21K21280
[Presentation] データストリーム処理におけるGPU統合型CPUの予備的評価2011
- Author(s)
  松浦紘也、上野晃司、鈴村豊太郎
- Organizer
  情報処理学会 HPC(High Performance Computing)研究会
- Place of Presentation
  京都大学
- Year and Date
  2011-10-06
- Data Source
  KAKENHI-PROJECT-22650017
[Presentation] クラウド環境を利用したElasticなデータストリーム処理2011
- Author(s)
  石井惇志、鈴村豊太郎
- Organizer
  情報処理学会SACSIS2011先進的計算基盤システムシンポジウム
- Place of Presentation
  東京・秋葉原コンベンションセンター(招待講演)
- Year and Date
  2011-05-25
- Data Source
  KAKENHI-PROJECT-22650017
[Presentation] データストリーム処理におけるGPUタスク並列を用いたスケーラブルな異常検知2011
- Author(s)
  上野晃司、鈴村豊太郎
- Organizer
  GTCWorkshop Japan 2011
- Place of Presentation
  東京ミッドタウンホール(六本木)
- Year and Date
  2011-07-22
- Data Source
  KAKENHI-PROJECT-22650017
[Presentation] Wikipediaの編集履歴を用いた大規模2部グラフのデータストリーム処理2011
- Author(s)
  竹野創平、上野晃司、雁瀬優、鈴村豊太郎
- Organizer
  情報処理学会HPC(High Performance Computing)研究会
- Place of Presentation
  北海道大学
- Year and Date
  2011-11-29
- Data Source
  KAKENHI-PROJECT-22650017
[Presentation] データストリーム処理によるインクリメンタルグラフ処理に向けて2010
- Author(s)
  西井俊介、鈴村豊太郎
- Organizer
  電子情報通信学会データ工学研究会
- Place of Presentation
  慶応大学
- Year and Date
  2010-05-30
- Data Source
  KAKENHI-PROJECT-22650017

Suzumura Toyotaro 鈴村 豊太郎

SUZUMURA Toyotaro 鈴村 豊太郎

Research Projects

Research Products

スケーラブルな超大規模長期時系列グラフニューラルネットワークの研究Principal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Graph Neural Networks for Large-Scale Imbalanced DataPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Real-time physical world analysis with large-scale web streaming datPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Research Field

Research Institution

[Journal Article] A Look Into News Avoidance Through AWRS: An Avoidance-Aware Recommender System2025

Author(s)

Journal Title

DOI

ISBN

Data Source

[Journal Article] How Expressive are Transformers in Spectral Domain for Graphs?2023

Author(s)

Journal Title

Data Source

[Journal Article] Ethereum Fraud Detection with Heterogeneous Graph Neural Networks2022

Author(s)

Journal Title

Data Source

[Journal Article] クラウド環境を利用したElasticなデータストリーム処理2011

Author(s)

Journal Title

NAID

Data Source

[Journal Article] データストリーム処理によるインクリメンタルグラフ処理に向けて2011

Author(s)

Journal Title

NAID

Data Source

[Journal Article] 「クラウドを利用したElasticなデータストリーム処理」2011

Author(s)

Journal Title

Data Source

[Journal Article] Tonegawa: Highly Scalable Distributed Web Server with Data Stream Processing2011

Author(s)

Journal Title

Data Source

[Journal Article] 「グラフ分割を用いた大規模2部グラフのデータストリーム処理」2011

Author(s)

Journal Title

NAID

Data Source

[Journal Article] Design and Implementation of Distributed Speech RecognitionSystem2011

Author(s)

Journal Title

Data Source

[Journal Article] Elastic Stream Computing with Cloud2011

Author(s)

Journal Title

Data Source

[Journal Article] StreamWeb: Real-Time Web Monitoring with Stream Computing2011

Author(s)

Journal Title

Data Source

[Journal Article] データストリーム処理とバッチ処理における動的負荷分散2010

Author(s)

Journal Title

NAID

Data Source

[Journal Article] クラウドを利用したElasticなデータストリーム処理の検討2010

Author(s)

Journal Title

Data Source

Suzumura Toyotaro 鈴村豊太郎

SUZUMURA Toyotaro 鈴村豊太郎