Rchr
J-GLOBAL ID:201701018682404601
Update date: Apr. 13, 2024
Imaizumi Masaaki
イマイズミ マサアキ | Imaizumi Masaaki
Affiliation and department:
Job title:
Associate Professor
Other affiliations (1):
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RIKEN
Center for Advanced Intelligence Project
Team Leader
Homepage URL (1):
https://sites.google.com/view/mimaizumi/
Research field (2):
Statistical science
, Intelligent informatics
Research keywords (3):
Machine Learning
, Nonparametric Statistics
, Mathematical Statistics
Research theme for competitive and other funds (14):
- 2024 - 2029 機械学習的宇宙構造論: 構造形成から銀河進化へ
- 2024 - 2029 深層科学技術計算:数理科学を基盤とする物理構造と深層学習の融合
- 2024 - 2027 Theoretical development of non-sparse high-dimensional statistics for understanding and utilization of large-degree-of-freedom models
- 2023 - 2027 新たな複雑系データのための関数データ解析手法の開発と適用
- 2021 - 2027 D3-AI: 多様性と環境変化に寄り添う分散機械学習基盤の創出
- 2022 - 2026 深層学習の原理記述に向けた構造汎化理論スキームの開発
- 2021 - 2026 Synergy effect Through Human and Artificial Intelligence Towards New Era in Seismology
- 2021 - 2024 Non-Asymptotic Inference Theory for Deep Statistical Models for Studies on Scientific Hypotheses
- 2019 - 2023 Development of Real-Time Evacuee Distribution Estimation Technology for Major Earthquakes Using "Observation Big Data Assimilation"
- 2018 - 2022 Mathematical Detection of Adaptive Networks and Algorithm Development for Fast Deep Learning
- 2018 - 2022 Development of Functional Estimation Theory for Mechanism of Deep Learning
- 2018 - 2021 深層学習の理論的究明による人工知能技術の革新
- 2017 - 2020 Kernel Method and Bayes Estimation for Flexible Structural Models
- 2015 - 2017 Approximation Method for High-dimensional Dynamic Discrete Choice Model
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Papers (37):
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Tomoya Wakayama, Masaaki Imaizumi. Fast Convergence on Perfect Classification for Functional Data. Statistica Sinica. 2024
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Shuhei Kashiwamura, Ayaka Sakata, Masaaki Imaizumi. Effect of Weight Quantization on Learning Models by Typical Case Analysis. IEEE International Symposium on Information Theory. 2024
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Yuhta Takida, Masaaki Imaizumi, Takashi Shibuya, Chieh-Hsin Lai, Toshimitsu Uesaka, Naoki Murata, Yuki Mitsufuji. SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear Layer. International Conference on Learning Representations. 2024
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Miyu Sugimoto, Ryo Okano, Masaaki Imaizumi. Augmented Projection Wasserstein Distances: Multi-Dimensional Projection with Neural Surface. Journal of Statistical Planning and Inference. 2024
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Ryo Okano, Masaaki Imaizumi. Inference for Projection-Based Wasserstein Distances on Finite Spaces. Statistica Sinica. 2024
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MISC (25):
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Yuma Sato, Masaaki Imaizumi. Optimal Approximation Rate of Deep CNN with Small Filter. 2023. 122. 405. 129-133
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澤谷一磨, 植松良公, 今泉允聡. High-Dimensional Asymptotics of Semiparametric Generalized Linear Models via Approximate Message Passing. 統計関連学会連合大会講演報告集. 2022
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津田俊樹, 今泉允聡. 操作変数による非スパース高次元な線形回帰モデルの良性過適合. 統計関連学会連合大会講演報告集. 2022
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岡野遼, 今泉允聡. 多変量ガウス分布間回帰. 統計関連学会連合大会講演報告集. 2022
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今泉允聡. 補正付敵対的訓練による深層ニューラルネットワーク推定量のSupノルム収束. 統計関連学会連合大会講演報告集. 2022
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Books (4):
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人工知能とどうつきあうか: 哲学から考える
勁草書房 2023 ISBN:4326103248
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応用基礎としてのデータサイエンス AI×データ活用の実践 (データサイエンス入門シリーズ)
講談社 2023 ISBN:4065307899
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ニューラルネットワークとディープラーニング
学術図書出版社 2022 ISBN:4780607140
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深層学習の原理に迫る : 数学の挑戦
岩波書店 2021 ISBN:9784000297035
Education (5):
- 2014 - 2017 The University of Tokyo Graduate School of Economics Department of Statistics (Ph.D.)
- 2011 - 2014 The University of Tokyo Graduate School of Economics Department of Contemporary Economics (Master course)
- 2009 - 2011 The University of Tokyo Faculty of Letters Division of history
- 2007 - 2009 The University of Tokyo Collage of arts and sciences Natural Science I
- 2004 - 2007 Kaisei High School
Professional career (1):
Work history (11):
- 2023/08 - 現在 RIKEN Center for Advanced Intelligence Project Team Leader
- 2022/04 - 現在 Japan Science and Technology Agency Forest Researcher
- 2021/04 - 現在 The University of Tokyo Graduate School of Economics, Department of Statistics Associate Professor
- 2020/04 - 現在 The Institute of Statistical Mathematics Research Center for Statistical Machine Learning Visiting Associate Professor
- 2020/04 - 現在 The University of Tokyo Graduate School of Arts and Sciences, Department of Basic Science / Komaba Institute of Science Associate Professor
- 2017/06 - 2023/07 RIKEN Center for Advanced Intelligence Project Visiting Research Fellow
- 2018/10 - 2022/03 Japan Science and Technology Agency Presto Research Fellow
- 2019/04 - 2020/03 The Graduate University for Advanced Studies School of Multidisciplinary Sciences Department of Statistical Science Assistant Professor
- 2019/04 - 2020/03 The Institute of Statistical Mathematics Department of Statistical Inference and Mathematics Assistant Professor
- 2018/04 - 2019/03 Institute of Statistical Mathematics School of Statistical Thinking Assistant Professor
- 2017/04 - 2018/03 Institute of Statistical Mathematics Research Center for Statistical Machine Learning JSPS Research Fellow
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Committee career (12):
- 2023/10 - 現在 International Conference on Learning Representations Area Chair
- 2022/04 - 現在 International Conference on Machine Learning Area Chair
- 2022/04 - 現在 電子情報通信学会IBISML研究会 専門委員
- 2020/10 - 現在 Annals of Institute of Statistical Mathematics Associate Editor
- 2023/04 - 2024/03 情報論的学習理論と機械学習 (IBISML) 研究会 プログラム委員
- 2023/04 - 2024/03 Machine Learning Summer School 2024 Program Committee
- 2022/04 - 2023/03 Neural Information Processing Systems Area Chair
- 2021/04 - 2023/03 日本統計学会 大会委員
- 2021/01 - 2023/03 Japanese Federation of Statistical Science Associations, Joint Statistical Meeting Committee member
- 2021/04 - 2022/03 情報論的学習理論と機械学習 (IBISML) 研究会 プログラム委員
- 2020/04 - 2021/03 Econometric & Statistics Session Organizer
- 2019/04 - 2020/03 情報論的学習理論と機械学習 (IBISML) 研究会 プログラム委員
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Awards (20):
- 2023/04 - Ministry of Education, Culture, Sports, Science and Technology The Commendation for Science and Technology by the Minister of Education, Culture, Sports, Science and Technology, The Young Scientists’ Award
- 2022/11 - The University of Tokyo Excellent Young Researcher
- 2021/07 - Tohoku University Hosoya Prize
- 2021/06 - Japan Statistical Society Ogawa Research Award
- 2020/07 - Google TensorFlow Award
- 2019/12 - International Chinese Statistical Association ICSA New Researchers Award
- 2019/09 - Japan Statistical Association International Statistical Institute Tokyo Memorial Award
- 2019/07 - The Japan Society for Industrial and Applied Mathematic Presentation Award for Young Researches
- 2019/03 - Japan Statistical Society Best Presentation Award
- 2018/11 - IBIS2018 Best Presentation Award
- 2018/04 - AISTATS2018 Best Paper Award
- 2018/03 - Funai Foundation for Information Technology Research Encouragement Award
- 2017/09 - IEICE TC-IBISML Research Award Finalist
- 2017/03 - University of Tokyo, School of Economics Representative of the graduates (Ph.D.)
- 2016/12 - Osaka University Runner-up prize for 19th ISER Moriguchi Prize
- 2016/11 - IBIS2016 Best Student Presentation Award
- 2016/09 - ICML2016 Travel Award
- 2016/09 - Japan Statistical Society Joint Meeting Presentation Award
- 2016/03 - Japan Statistical Society Spring Meeting Presentation Award
- 2013/11 - Applied Econometric Conference Paper Award
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Association Membership(s) (3):
Physical Society of Japan
, The Institute of Electronics, Information and Communication Engineers
, THE JAPAN STATISTICAL SOCIETY
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