Fujii Keisuke

フジイケイスケ | Fujii Keisuke

Affiliation and department：
Job title： Associate professor
Homepage URL (2)： https://sites.google.com/view/keisuke198619jp/ , https://sites.google.com/view/keisuke1986en/

Research field (2)： Intelligent informatics , Sports science

Research keywords (3)： Sports Science , Collective motion , Machine learning

Research theme for competitive and other funds (16)：

2023 - 2026 Development of explainable tactical evaluation technology that can be simulated from video in group behaviors
2021 - 2026 Hierarchical Bio-Navigation Integrating Cyber-Physical Space
2021 - 2026 Technologies for rule/learning-based analysis and intervention policy in hierarchical bio-navigation
2021 - 2024 Cross-disciplinary research on the prediction and control of real-world interactions based on evidence and causality
2020 - 2024 生物集団移動の専門家が利用可能な説明・意思決定のための基盤技術

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Papers (110)：

Calvin Yeung, Keisuke Fujii. A strategic framework for optimal decisions in football 1-vs-1 shot-taking situations: an integrated approach of machine learning, theory-based modeling, and game theory. Complex & Intelligent Systems. 2024
Jun Ichikawa, Keisuke Fujii. Force-Based Modeling of Heterogeneous Roles in the Coordinated Behavior of a Triad. New Generation Computing. 2024
Calvin Yeung, Rory Bunker, Rikuhei Umemoto, Keisuke Fujii. Evaluating soccer match prediction models: a deep learning approach and feature optimization for gradient-boosted trees. Machine Learning. 2024
Robin Karlsson, Ruslan Asfandiyarov, Alexander Carballo, Keisuke Fujii, Kento Ohtani, Kazuya Takeda. Open-Vocabulary Predictive World Models from Sensor Observations. Sensors. 2024. 24. 14. 4735-4735
Calvin Yeung, Rory Bunker, Keisuke Fujii. Unveiling Multi-Agent Strategies: A Data-Driven Approach for Extracting and Evaluating Team Tactics from Football Event and Freeze-Frame Data. Journal of Robotics and Mechatronics. 2024. 36. 3. 603-617

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MISC (7)：

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Books (13)：

実世界集団移動における機械学習を用いたデータ解析自動車技術
自動車技術会 2024
統計特集スポーツデータサイエンス
日本統計協会 2023
実世界集団運動のデータ駆動科学, Society 5.0を支える未来のリーダー FACE the future, 計測と制御
2021
集団スポーツに関するデータ駆動的解析手法, 特集=実用応用技術のシステム開発と応用, ケミカルエンジニヤリング
化学工業社 2020
これからの集団運動科学の展望, 連載集団運動を科学する- 6, 体育の科学
杏林書院 2020

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Lectures and oral presentations (85)：

集団スポーツに関する機械学習を用いたデータ解析手法
(計測自動制御学会ライフエンジニアリング部門シンポジウム2024(LE2024) 2024)
集団スポーツの動きをAIにより評価する, , 2024.8.20
(静岡情報産業協会 SIIA会員交流セミナースポーツの価値と可能性を高めるDX 2024)
集団スポーツの戦術的な動きを画像処理と機械学習により評価する
(スポーツ情報学シンポジウム 2024)
Machine learning-based analysis with multi-agent trajectories
(International Symposium of Hierarchical Bio-Navigation 2024\ 2024)
生体集団運動における機械学習を用いたインタラクションの計測と理解
(ヒューマンコミュニケーション基礎研究会(HCS 2024) 2024)

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Professional career (1)：

Ph.D. (Kyoto University)

Work history (9)：

2021/05 - 現在 Nagoya University Graduate School of Informatics Associate Professor
2020/12 - 現在 Japan Science and Technology Agency PRESTO Researcher
2019/05 - 現在理化学研究所 Advanced Intelligence Project Visiting Scientist
2019/04 - 2021/04 Nagoya University Graduate School of Informatics Assistant Professor
2017/02 - 2019/04 理化学研究所革新知能統合研究センター研究員

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Committee career (10)：

2021/08 - 2021/08 International Joint Conferences on Artificial Intelligence (IJCAI) Program Committee
2020/06 - 2021/06 JSAI2020, 2021 Award committee
2021/05 - 2021/05 International Conference on Learning Representations (ICLR) 2021 Program Committee
2019/04 - 2021/03 The Japan Society for Basketball Studies Editorial committee
2019/12 - 2020/12 Conference on Neural Information Processing Systems (NeurIPS) Program Committee

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Awards (28)：

2024/01 - The 13th Sports Data Analysis Competition (Statistics in Sports: A section in Japan Statistical Society) Excellence Award (Soccer Division)
2024/01 - The 13th Sports Data Analysis Competition (Statistics in Sports: A section in Japan Statistical Society) Excellence Award (Soccer Division)
2023/11 - The Society of Instrument and Control Engineers (SICE) SSI Best Presentation Award
2023/05 - The Japanese Society for Artificial Intelligence Annual Conference (JSAI'23) JSAI Annual Conference Award
2023/05 - The First IEEE International Conference on Mobility: Operations, Services, and Technologies (MOST'23) Best Paper Award

2023/03 - Nagoya University Akasaki Prize

2023/01 - The 12th Sports Data Analysis Competition (Statistics in Sports: A section in Japan Statistical Society) A Prize (3rd place), Soccer Division

2022/11 - IEEE 11th Global Conference on Consumer Electronics (GCCE 2022) IEEE GCCE 2022 Excellent Student Paper Award, Gold Prize Detection in Race Walking From a Smartphone Camera via Fine-Tuning Pose Estimation

2022/11 - ACM SIGSPATIAL 2022 Best Poster Award , Estimating counterfactual treatment outcomes over time in complex multi-vehicle simulation

2022/06 - 4th Kei-Hiroba (Biomechanics Research Society) Presentation Award (Student)

2022/03 - 24th Information-Based Induction Science and Machine Learning (IBIS2021) Best Presentation Award Finalist Learning interaction rules from multi-animal trajectories via augmented behavioral models,

2022/01 - The 11th Sports Data Analysis Competition (Statistics in Sports: A section in Japan Statistical Society) A Prize (3rd place), Baseball Division

2022/01 - The 11th Sports Data Analysis Competition (Statistics in Sports: A section in Japan Statistical Society) Excellence Award (Soccer Division)

2021/01 - The 10th Sports Data Analysis Competition (Statistics in Sports: A section in Japan Statistical Society) Excellence Award (Soccer Division) Evaluation of soccer team defense based on prediction models of ball recovery and being attacked

2020/12 - 37th Annual Meeting of the Japanese Cognitive Science Society Presentation Award Investigation of Roles in Group Behavior Using a Coordinative Drawing Task

2020/12 - Japanese Neural Network Society Best Paper Award in 2020 Dynamic mode decomposition in vector-valued reproducing kernel Hilbert spaces for extracting dynamical structure among observables

2020/12 - 日本バスケットボール学会第7回大会口頭発表賞

2020/11 - IEEE 9th Global Conference on Consumer Electronics (GCCE 2020) Excellent Student Paper Award (On-demand), Bronze Prize Trajectory prediction with imitation learning reflecting defensive evaluation in team sports

2020/06 - 第2回彗ひろば(バイオメカニクス研究会) 学生部門発表賞サッカーにおける守備評価を考慮したデータ駆動的集団運動モデリング

2020/06 - 第2回彗ひろば(バイオメカニクス研究会) オープン部門発表賞

2019/12 - 日本バスケットボール学会第6回大会口頭発表賞

2019/06 - 1st Kei-Hiroba (Biomechanics Research Society) Presentation Award Data-driven spectral analysis for social biomechanics

2019/03 - 理化学研究所桜舞賞(研究奨励賞)

2018/11 - 第21回情報論的学習理論ワークショップべストプレゼンテーション賞観測量間の動的構造を抽出するベクトル値再生核ヒルベルト空間における動的モード分解

2015/08 - 第66回日本体育学会若手研究優秀賞球技における味方を助ける行動-空間マルチスケール性に着目して

2011/03 - 第140回京都体育学会大会若手研究奨励賞球技における防御者が意思決定に用いる情報とは何か-倒立振子モデルによるアプローチ-

The 21st Workshop on Informatics 2022 (WiNF 2023) Best Paper Award

IEEE 11th Global Conference on Consumer Electronics (GCCE 2022) IEEE GCCE 2020 Excellent Student Paper Award, Gold Prize Detection in Race Walking From a Smartphone Camera via Fine-Tuning Pose Estimation

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Association Membership(s) (5)：

JAPANESE SOCIETY OF BIOMECHANICS , 日本バスケットボール学会 , THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS , JAPAN SOCIETY OF PHYSICAL EDUCATION, HEALTH AND SPORT SCIENCES , THE JAPANESE SOCIETY FOR ARTIFICIAL INTELLIGENCE

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