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J-GLOBAL ID：202201020172103385 Update date: Mar. 05, 2025

Takahashi Takashi

タカハシタカシ | Takahashi Takashi

Affiliation and department：
Job title： Assistant professor

Research field (2)： Soft computing , Statistical science

Research keywords (3)： Statistical Mechanics , Mathematical Statistics , Statistical Learning Theory

Research theme for competitive and other funds (5)：

2024 - 2027 Development of variational methods for the explanation and understanding of learning systems
2023 - 2027 Constructing a mathematical foundation for heuristics based on transfer learning
2022 - 2027 Statistical mechanics approach to high-dimensional machine learning
2021 - 2023 Statistical mechanics of heuristic methods in multi-stage learning
2019 - 2021 A statistical mechanics approach to reliability assessment in large scale statistical inference

Papers (11)：

Takashi Takahashi. Replica Analysis for Ensemble Techniques in Variable Selection. Journal of the Physical Society of Japan. 2024. 94. 3. 031011-1-031011-10
Takashi Takahashi. A replica analysis of under-bagging. Transactions on Machine Learning Research. 2024
Siqi Na, Tianyao Huang, Yimin Liu, Takashi Takahashi, Yoshiyuki Kabashima, Xiqin Wang. Compressed sensing radar detectors under the row-orthogonal design model: a statistical mechanics perspective. IEEE Transactions on Signal Processing. 2023. 1-16
Takashi Takahashi. Role of Bootstrap Averaging in Generalized Approximate Message Passing. 2023 IEEE International Symposium on Information Theory (ISIT). 2023
Koki Okajima, Xiangming Meng, Takashi Takahashi, Yoshiyuki Kabashima. Average case analysis of Lasso under ultra-sparse conditions. Proceedings of The 26th International Conference on Artificial Intelligence and Statistics. 2023. 206. 11317-11330

Lectures and oral presentations (53)：

Dynamical Mean Field Theory for Alternating Minimization in Bilinear Regression
(Towards a theory for typical-case algorithmic hardness 2025)
機械学習のための統計学入門
(物理屋のための機械学習講義 2025)
A replica analysis of under-bagging
(DAIKIN International Symposium on Physics of Intelligence 2024)
アンダーバギング法の比例的漸近論
(第27回情報論的学習理論ワークショップ 2024)
自己蒸留におけるソフトラベルの役割
(第27回情報論的学習理論ワークショップ 2024)

Education (5)：

2017 - 2020 Tokyo Institute of Technology, School of Computing Department of Mathematical and Computing Science
2013 - 2015 The University of Tokyo Graduate School of Arts and Sciences Department of Basic Science
2011 - 2013 The University of Tokyo College of Arts and Sciences Department of Basic Science
2010 - 2011 The University of Tokyo The Faculty of Engineering Department of Applied Physics
2008 - 2010 The University of Tokyo College of Arts and Sciences

Professional career (1)：

Doctor of Science (Tokyo Institute of Technology (Supervisor: Yoshiyuki Kabashima))

Work history (5)：

2020/11 - 現在 The University of Tokyo Institute for Physics of Intelligence Assistant Professor
2020/10 - 2020/11 Institute for Physics of Intelligence, The University of Tokyo postDoc
2019/04 - 2020/09 Tokyo Institute of Technology Department of Mathematical and Computing Science JSPS Research Fellow (DC2)
2018/08 - 2019/03 TOYOTA InfoTechnology Center
2015/04 - 2017/03 Kozo Keikaku Engineering Inc. Innovative Information Technology Department

Committee career (1)：

Awards (2)：

2025/03 - IOP (Institute of Physics) IOP Trusted Reviewer status
2015/03 - Graduate School of Arts and Sciences, The University of Tokyo, Komaba Outstanding Graduate Student Award

Association Membership(s) (2)：

THE JAPAN STATISTICAL SOCIETY , THE PHYSICAL SOCIETY OF JAPAN

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