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J-GLOBAL ID：201701002723947875   Update date: Nov. 05, 2024

Wu Stephen

ウ ステファン | Wu Stephen
Affiliation and department：
The Institute of Statistical Mathematics

About The Institute of Statistical Mathematics


Homepage URL  (1)： http://daweb.ism.ac.jp/~stewu/
Research field  (3)： Polymer chemistry ,  Structural and seismic engineering ,  Applied mathematics and statistics
Research keywords  (9)： Geotechnical engineering ,  Polymer Informatics ,  Earthquake Early Warning ,  Uncertainty quantification ,  Molecular dynamics ,  Machine learning ,  Bayesian inference ,  Earthquake Engineering ,  Materials Informatics
Research theme for competitive and other funds  (6)：
  • 2021 - 2026 長期から即時までの時空間地震予測とモニタリングの新展開
  • 2021 - 2024 Building foundation of polymer informatics: ensemble of generators and virtual libraries of diverse functional polymers
  • 2023 - 2024 Creating a foundation for data-driven geotechnical engineering through statistical machine learning
  • 2021 - 2024 Building foundation of polymer informatics: ensemble of generators and virtual libraries of diverse functional polymers
  • 2019 - 2023 Automation of a state space modeling by an integration of the variational auto encoder and particle filter
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Papers (68)：
  • Hayato Maeda, Stephen Wu, Rika Marui, Erina Yoshida, Kan Hatakeyama-Sato, Yuta Nabae, Shiori Nakagawa, Meguya Ryu, Ryohei Ishige, Yoh Noguchi, et al. Discovery of liquid crystalline polymers with high thermal conductivity using machine learning. 2024
  • Stephen Wu, Yu Otake, Daijiro Mizutani, Chang Liu, Kotaro Asano, Nana Sato, Taiga Saito, Hidetoshi Baba, Yusuke Fukunaga, Yosuke Higo, et al. Future-proofing geotechnics workflows: accelerating problem-solving with large language models. Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards. 2024. 1-18
  • Fatima Jenina Arellano, Minoru Kusaba, Stephen Wu, Ryo Yoshida, Zoltán Donkó, Peter Hartmann, Tsanko V. Tsankov, Satoshi Hamaguchi. Machine learning-based prediction of the electron energy distribution function and electron density of argon plasma from the optical emission spectra. Journal of Vacuum Science & Technology A. 2024. 42. 5
  • Wu Stephen, 大竹 雄, 肥後 陽介, 吉田 郁政. 地盤工学における第四パラダイムへの設計図. 地盤工学会誌. 2024. 72. 6. 13-19
  • Stephen Wu, Yu Otake, Yosuke Higo, Ikumasa Yoshida. Pathway to a fully data-driven geotechnics: Lessons from materials informatics. Soils and Foundations. 2024. 64. 3. 101471-101471
ｍore...
MISC (2)：
  • Stephen Wu. Potentials and challenges of polymer informatics: exploiting machine learning for polymer design. ArXiv. 2020
  • 吉田亮, 吉田亮, 吉田亮, 山田寛尚, Chang Liu, Guo Zhongliang, Wu Stephen. マテリアルズ・インフォマティクス概説. CICSJ Bulletin (Web). 2018. 36. 1. 9(J-STAGE)
Books (2)：
  • Databases for Data-Centric Geotechnics
    Taylor & Francis Group 2025 ISBN:9781032579108
  • マテリアルズインフォマティクス = Materials informatics
    共立出版 2022 ISBN:9784320072022
Lectures and oral presentations  (40)：
  • Differential Privacy in Geotechnical Engineering
    (2nd Workshop on Future of Machine Learning in Geotechnics & 5th Machine Learning in Geotechnics Dialogue 2024)
  • 地盤工学問題に対する大規模言語モデルの適用調査
    (日本地球惑星科学連合2024年大会 2024)
  • Learning about the potential directions of data-centric geotechnics from materials science
    (Joint Workshop on Future of Machine Learning in Geotechnics (FOMLIG) & Use of Urban Geoinformation for Geotechnical Practice (UUGGP) 2023)
  • Potential pathway to understanding earthquakes using a data-driven approach: learning from other informatics applications
    (2023)
  • Pathway to a fully data-driven materials informatics framework
    (International Symposium on Data Science and Additive Manufacturing 2023)
ｍore...
Education (2)：
  • 2008 - 2014 California Institute of Technology
  • 2005 - 2008 University of Michigan
Professional career (4)：
  • PhD (California Institute of Technology)
  • Master (California Institute of Technology)
  • BS Eng. (University of Michigan, Ann Arbor)
  • BS (University of Michigan, Ann Arbor)
Committee career (11)：
  • 2023/04 - 現在 統計数理研究所 広報委員会委員
  • 2023/04 - 現在 大学共同利用機関法人 情報・システム研究機構 ROIS CSIRTメンバー
  • 2022/03 - 現在 日本統計学会 多様性推進特別委員
  • 2017/07 - 現在 統計数理研究所・ものづくりデータ科学研究センター 情報セキュリティ推進担当者
  • 2021/04 - 2023/03 統計数理研究所統計科学技術委員会 統計科学技術委員
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Awards (7)：
  • 2024/05 - Japan Society of Civil Engineers JSCE Applied Mechanics Outstanding Paper Award
  • 2023/04 - The Young Scientists’ Award
  • 2021/12 - 第44回 ケモインフォマティクス討論会 優秀発表賞 ベイズ推論を用いた高潜熱蓄冷材向け分子探索
  • 2019 - ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems (Part B) 2018 Best paper award Bayesian Annealed Sequential Importance Sampling (BASIS): an unbiased version of Transitional Markov Chain Monte Carlo
  • 2015 - Japan Association for Earthquake Engineering Best Paper Award Faster and More Accurate Earthquake Early Warning System - Combination of Velocity and Acceleration-type seismometers
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Association Membership(s) (10)：
Japan Geoscience Union ,  Seismological Society of Japan ,  The Society of Polymer Science, Japan ,  Japan Society of Thermophysical Properties ,  American Chemical Society (ACS) ,  The Japan Statistical Society ,  Society for Industrial and Applied Mathematics (SIAM) ,  American Society of Civil Engineers (ASCE) ,  Engineering Mechanics Institute (EMI) ,  Japanese Society for Bioinformatics
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