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J-GLOBAL ID:201601004041192428   Update date: Oct. 04, 2024

Nakano Naoto

ナカノ ナオト | Nakano Naoto
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Affiliation and department:
Job title: Associate Professor (non-tenured)
Research field  (3): Statistical science ,  Applied mathematics and statistics ,  Basic mathematics
Research keywords  (6): Data-Driven Dynamical Modelling ,  Reservoir computing ,  Stochastic modelling ,  Time-series analysis ,  Delay embedding ,  Mathematics for Machine Learning
Research theme for competitive and other funds  (8):
  • 2022 - 2026 Development of a novel data assimilation technique for application to particle-based simulation models
  • 2023 - 2025 A statistical physics and dynamical system approach to input-output integrated random networks
  • 2020 - 2024 A mathematical study of dimensionality reduction and embedding by theories of delay-coordinate systems and algebraic geometry
  • 2016 - 2019 Cross-cutting research of data- and model-driven methods by interlacing deductive and inductive cellular automata constructing method
  • 2014 - 2018 New development of time-series predicting process based on comprehensive mathematical approach
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Papers (16):
  • Akira Tsuchiyama, Megumi Matsumoto, Junya Matsuno, Masahiro Yasutake, Tomoki Nakamura, Takaaki Noguchi, Akira Miyake, Kentaro Uesugi, Akihisa Takeuchi, Shota Okumura, et al. Three-dimensional textures of Ryugu samples and their implications for the evolution of aqueous alteration in the Ryugu parent body. Geochimica et Cosmochimica Acta. 2024. 375. 146-172
  • Masaru Inatsu, Mio Matsueda, Naoto Nakano, Sho Kawazoe. Prediction skill and practical predictability depending on the initial atmospheric states in S2S forecasts. Journal of the Atmospheric Sciences. 2023. 80. 6. 1449
  • Junichi Haruna, Riki Toshio, Naoto Nakano. Path integral approach to universal dynamics of reservoir computers. Physical Review E. 2023. 107. 3
  • Masaru Inatsu, Tamaki Suematsu, Yuta Tamaki, Naoto Nakano, Kao Mizushima, Mizuki Shinohara. Development of a Pressure-Precipitation Transmitter. Journal of Applied Meteorology and Climatology. 2019. 58. 11. 2453-2468
  • Takuya Aikawa, Masaru Inatsu, Naoto Nakano, Tetsuya Iwano. Mode-Decomposed Equation Diagnosis for Atmospheric Blocking Development. Journal of the Atmospheric Sciences. 2019. 76. 10. 3151-3167
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MISC (11):
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Lectures and oral presentations  (125):
  • 時系列埋め込みでモデリング・機械学習との関連
    (2021年度MIMS研究集会「現象と数理モデル〜数理モデリング学の形成に向けて〜」 2022)
  • 時系列埋め込みによるデータ駆動モデルとその状態制御に向けて
    (第64回自動制御連合講演会 OS09「低次元モデルに基づく先進的流体制御」 2021)
  • リザバー計算機における普遍性と高次統計
    (第24回情報論的学習理論ワークショップ 2021)
  • リザバー計算機における普遍性と計算能力のサイズ依存性
    (日本物理学会2021年秋季大会・物性 2021)
  • MATLABを使った数学・統計入門の授業 - 京都大学の事例から学ぶ プログラミング×数学教育
    (MATLABを使った数学・統計入門の授業 - 京都大学の事例から学ぶ プログラミング×数学教育 2021)
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Education (3):
  • 2007 - 2010 Keio University Graduate School of Science and Technology Fundamental Science and Technology
  • 2005 - 2007 Keio University Graduate School of Science and Technology Fundamental Science and Technology
  • 2001 - 2005 Keio University Faculty of Science and Technology Department of Mathematics
Professional career (1):
  • 博士(理学) (慶應義塾大学)
Work history (11):
  • 2022/04 - 現在 Meiji University Graduate School of Advanced Mathematical Sciences Associate Professor (non-tenured)
  • 2022/10 - 2023/03 Keio University
  • 2017/09 - 2022/03 Kyoto University Center for Innovative Research and Education in Data Science, Institute for Liberal Arts and Sciences Program-Specific Senior Lecturer
  • 2018/04 - 2020/03 National Institute of Science and Technology Policy Science and Technology Foresight Center The S&T Experts Network Investigator
  • 2017/09 - 2018/03 Japan Science and Technology Agency PRESTO PRESTO Researcher
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Awards (2):
  • 2018/03 - The Mathematical Society of Japan The 2017 MSJ Prize for Excellent Applied Mathematicians Data-driven dynamical reconstruction: Mathematical analysis for delay and derivative embeddings
  • 2015/12 - 3rd International Workshop on Applications and Fundamentals of Cellular Automata AFCA Best Paper Award Proper choice of spatio-temporal scale and dataset subsampling for empirical CA construction
Association Membership(s) (6):
Information Processing Society of Japan ,  Society for Industrial and Applied Mathematics ,  Meteorological Society of Japan ,  THE JAPAN SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS ,  THE JAPAN SOCIETY OF FLUID MECHANICS ,  THE MATHEMATICAL SOCIETY OF JAPAN
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