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J-GLOBAL ID：200901048223661301 Update date: Sep. 25, 2024

HIGUCHI Tomoyuki

ヒグチトモユキ | HIGUCHI Tomoyuki

Affiliation and department：
Job title： Professor
Other affiliations (4)：

Bridgestone Corporation Digital Solution Center Distinguished Technical Advisor
National Institute of Advanced Industrial Science and Technology Artificial Intelligence Research Center Research Emeritus Advisor
The Institute of Statistical Mathematics Emeritus Professor
The Graduate University for Advanced Studies, SOKENDAI School of Multidisciplinary Sciences Department of Statistical Science Emeritus Professor

Homepage URL (1)： http://www.ism.ac.jp/~higuchi/

Research field (6)： Biological, health, and medical informatics , Space and planetary science , Systems genomics , Genomics , Intelligent informatics , Statistical science

Research keywords (47)： FoS , Generalized State Space Model , Spectral Discrimination , Soft computing , State space representation , Trend , Seasonal component , Self-organizing time series models , Count data , Sampling , Seasonal variation , Multivariate time series , Monte Carlo methods , Graphical models , Bayesian statistics , Spectral analysis , Hyperparameter , Spatio-temporal models , Satellite , Simulations , Genetic algorithms , Target tracking , Particle filter , Seasonal adjustment method , Kullback-Librar Kernel , Markov Switching , Bayesian inference , Non-Gaussian , Self-organizing models , Discovery Science , Hierarchical Bayes , Nonparametric , Prediction , Model Integration , Non-stationary time series , General state space model , Non-Gaussian filter , Modeling , Ultra-multivariate time series , Time series , Kalman filter , Parallel computing , Nonlinear , Self-organization , Time series analysis , Bayesian model , State space models

Research theme for competitive and other funds (32)：

2023 - 2027 注意機構を持つ異常値検知手法と深層確率モデルの統合と超高次元時系列データへの応用
2019 - 2023 変分オートエンコーダと粒子フィルタの融合による状態空間モデリングの自動化
2018 - 2023 深層確率コンピューティング技術の研究開発
2016 - 2020 統合的逐次データ同化による人工物システムの体系的オンラインモニタリング法の構築
2013 - 2018 Exploration of nanostructure - property relationships for materials innovation

2015 - 2017 次世代ものづくり技術の基盤たるエミュレータ・デザイン学創成に向けた数理戦略案

2014 - 2017 Study on Nonlinear Filtering Method for Streaming Computing under Edge Heavy Data Environment

2010 - 2015 Development of Systems Cancer Research by Computation and Simulation

2011 - 2014 Research on advancement of computer-intensive methods for statistical estimations along with Graphical Processing Units and development of application software

2010 - 2012 Establishment of Statistical Estimation Principle for Super HighDimensional Data and Its Application to Large Scale Data Mining

2005 - 2009 Research on information fusion methods for multiple genomic data sources with heterogeneity based on hierarchical statistical modeling

2005 - 2008 Development for Statistical Earthquake forecasting. Seismic and geodetic anomalies preceding the rupture around the focal region detected by statistical models

2003 - 2006 On solution and research into a statistical problem in the water quality monitoring and modeling

2002 - 2006 超高次元時系列における予測および情報抽出の方法

2002 - 2005 Comprehensive study for statistical prediction of seismic activity

2002 - 2005 Research on an integration methodology for combining many competing models with a dynamical mixing and/or switching

2001 - 2005 Development of Time Series Analysis Software Based on State-Space Modeling

2000 - 2004 Development of Knowledge Discovery Systems by using the Hierarchical Bayesian Time Series Models

2000 - 2002 Research on the Methodology of Information Extraction and Knowledge Discovery Based on Statistical Time Seeries Modeling

2000 - 2002 Research on a systematic analysis of information on GPS array data

1999 - 2002 Research on the stability and robustness of seasonal adjustment procedure

1999 - 2002 Construction of space-time statistical models for seismicity and stress changes

1998 - 2000 超大規模時空間データセットの全探索のためのモデルの開発とその実装

1997 - 1999 状態空間モデルのパラメ-タ推定法とその応用に関する研究

1996 - 1999 Research on Seasonal Adjustment of Economic Time Series

1996 - 1998 Research on Systemization of Time Series Analysis Software

1996 - 1997 自己組織型時系列フィルタの研究

1995 - 1996 電場・磁場デ-タにもとづくエネルギ-束の同定

1994 - 1996 Research on Nemerical Methods in Time Series Analysis

1994 - 1995 確率微分方程式を用いた地下水中のラドン濃度の時系列デ-タ解析

1993 - 1994 ノイズの強い影響下での時変周波数および時変振幅の性質をもった波信号のベイズ推定

1988 - 1991 Research on Integrated Time Series Analysis Softwares

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Papers (183)：

Hisashi Oshima, Tsuyoshi Ishizone, Tomoyuki Higuchi. Inter-seasons and Inter-households Domain Adaptation Based on DANNs and Pseudo Labeling for Non-Intrusive Occupancy Detection. Transactions of the Japanese Society for Artificial Intelligence. 2024. 39. 5. E-O41_1
石曽根毅, 樋口知之, 中村和幸. 生産ラインにおける異常検知・非定常サイクル同定のオンラインシステム. 計測自動制御学会論文集. 2023. 59. 7. 342-352
Tsuyoshi Ishizone, Tomoyuki Higuchi, Kazuyuki Nakamura. Ensemble kalman variational objective: a variational inference framework for sequential variational auto-encoders. Nonlinear Theory and Its Applications, IEICE. 2023. 14. 4. 691-717
Jiang Liu, T. Higuchi, L. R. Lyons, Shinichi Ohtani, Jiashu Wu, Ying Zou, V. Angelopoulos, Chih-Ping Wang. The Occurrence of Embedded Region 1 and 2 Currents Depends on Geomagnetic Activity Level. Journal of Geophysical Research: Space Physics. 2022. 127. 11
Hisashi Oshima, Tsuyoshi Ishizone, Kazuyuki Nakamura, Tomoyuki Higuchi. Occupancy Detection for General Households by Bidirectional LSTM with Attention. IECON 2022 - 48th Annual Conference of the IEEE Industrial Electronics Society. 2022

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MISC (137)：

樋口知之. AI・データサイエンス全学プログラム. 大学時報. 2022. 404. 54-59
樋口知之. 感染症とデータ駆動型社会. 月刊統計. 2020. 71. 12. 2-3
樋口知之. ムーアの法則を超える論文数. 化学と工業. 2019. 72. 9. 747-747
Tomoyuki HIGUCHI. Possibility for Technological Innovation in Construction Employing Statistical Mathematics Approaches. STEEL CONSTRUCTION TODAY & TOMORROW. 2018. 54. 15-18
尾池和夫, 金田義行, 北川源四郎, 鳥海光弘, 樋口知之. 地震予測と「第4の科学」-データに駆動された新たなアプローチへ(後編). 科学. 2018. 88. 6. 563-569

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Patents (2)：

路面状態予測方法及び路面状態予測モデルの製造方法
路面状態判定方法とその装置

Books (19)：

予測にいかす統計モデリングの基本改訂第2版ベイズ統計入門から応用まで (KS理工学専門書)
講談社 2022 ISBN:4065285704
教養としてのデータサイエンス
講談社 2021 ISBN:9784065238097
ベイズモデリングの世界
岩波書店 2018 ISBN:9784000247986
ブランド評価手法: -マーケティング視点によるアプローチ- (シリーズ“マーケティング・エンジニアリング”)
朝倉書店 2014 ISBN:4254295057
現象数理学入門
東京大学出版会 2013 ISBN:4130629166

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Lectures and oral presentations (457)：

Generative AI is the essential academic bridge between statistics and AI
(2024 Advisory Board Meeting, Future research directions in the era of AI 2024)
注意機構を用いた準周期信号のオンライン周期推定と異常値同定の同時実現
(Prof. Toshinari Kamakura’s Retirement Commemoration Symposium 2024)
人流ビッグデータを内包する感染症モデルのデータ同化による新型コロナウイルス感染動態の解析
(日本応用数理学会若手の会第9回学生研究発表会 2024)
Domain Adaptation for Application to Smart Meters of Electricity Usage in Each Household
(Statistical Computing And Robust Inference For High Dimensional Data(SCRI2023) 2023)
生成AIの登場によりデータサイエンスで学ぶことは変わるのか?
(長崎大学情報データ科学部特別講演会 2023)

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Professional career (1)：

Doctor of Science

Work history (17)：

2019/05 - 現在 National Institute of Advanced Industrial Science and Technology Artificial Intelligence Research Center Research Emeritus Advisor
2019/04 - 現在 The Graduate University for Advanced Studies, SOKENDAI School of Multidisciplinary Sciences Department of Statistical Science Emeritus Professor
2019/04 - 現在 The Institute of Statistical Mathematics Emeritus Professor
2019/04 - 現在 Bridgestone Corporation Digital Solution Center Distinguished Technical Advisor
2019/04 - 現在 Chuo University Faculty of Science and Engineering, Department of Data Science for Business Innovation Professor

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Committee career (78)：

2023/07 - 現在一般財団法人統計質保証推進協会統計質保証推進協会統計検定センターセンター長
2023/06 - 現在 Japan Statistical Society Supervisor
2019/04 - 現在 Association of Data Scientists Director
2017/08 - 現在 HPCI (High Performance Computing Infrastructure) Planning Promotion Committee, MEXT Working Group Committee Member for Next-Generation Hardware Utilization and Promotion of New Issues
2010/09 - 現在 Japan Statistical Society Delegate

2023/10 - 2029/09 日本学術会議日本学術会議連携会員(数理科学)(情報学)

2024/04 - 2026/03 大学共同利用機関法人人間文化研究機構人間文化研究機構外部評価委員会委員

2020/06 - 2026/03 “Innovation and Creation of Sciences through the Use of AI” Research Area, Act-X, JST Advisor

2018/07 - 2025/09 公益財団法人セコム科学技術振興財団特定領域研究助成の研究課題選考員

2024/04 - 2025/03 文部科学省情報科学を活用した地震調査研究プロジェクト(STAR-Eプロジェクト)事業運営統括

2023/06 - 2025/03 "Creating Innovative Measurement and Analysis Systems Aiming to Solve Social Issues" Research Area, CREST, Japan Science and Technology Agency (JST) Advisor

2023/06 - 2025/03 "Establishing the Solid Foundation for Innovative Measurement and Analysis Process" Research Area, PRESTO, Japan Science and Technology Agency (JST) Advisor

2020/02 - 2025/03 Japan Agency for Marine-Earth Science and Technology Member of the Evaluation and Advisory Committee, Value-Added Information Creation Division

2020/01 - 2024/12 Academia Sinica (Taiwan) Academic Advisory Committee (AAC) of the Institute of Statistical Science

2021/04 - 2024/09 Hakubi Center, Kyoto University Committee member, Hakuraku Conference

2023/03 - 2024/03 公立大学法人横浜市立大学 WiDS TOKYO @ Yokohama City University シンポジウムライトニングトーク・セッション審査委員

2022/04 - 2024/03 Japan Society of Applied Statistics Council Member

2021/09 - 2024/03 Earthquake Research Project Using Information Science (STAR-E), MEXT Member of the Adoption Review Committee

2020/12 - 2024/03 Cabinet Office Members of the “Human-centered AI Social Principles Review Conference”, Science, Technology and Innovation

2018/03 - 2024/03 New Energy and Industrial Technology Development Organization (NEDO) supported by Ministry of Economy, Trade and Industry (MITI) Project leader of “Development of integration technology as the core of next-generation artificial intelligence and robots”

2016/06 - 2024/03 JST Advisor, “Development and application of intelligent measurement and analysis methods by combining measurement technology and advanced information processing” Research Area, CREST & PRESTO (CREST: Core Research for Evolutional Science and Technology)

2023/11 - 2023/11 京都大学大学院情報学研究科京都大学大学院情報学研究科アドバイザリーボード委員

2018/04 - 2023/06 Japanese Association for Promoting Quality Assurance in Statistics Planning Committee

2021/06 - 2023/05 Japan Statistical Society President

2021/04 - 2023/04 Japanese Federation of Statistical Science Association Chairman of the Board

2023/03 - 2023/03 公立大学法人横浜市立大学 WiDS Tokyo@YCU第5回シンポジウムのライトニングトーク・セッション審査委員

2019/04 - 2023/03 Mathematical and Data Science Center, Kobe University, Japan Advisory Board Member

2015/10 - 2023/03 National Institute for Japanese Language, Japan Member of the steering committee

2015/05 - 2023/03 Shiga University, Japan Advisory Board Member for Data Science Education and Research

2021/10 - 2022/03 京都大学大学院教育支援機構京都大学大学院教育支援機構プログラム全学選考委員会委員

2020/07 - 2022/03 国立大学法人東京医科歯科大学 M&Dデータ科学センター非常勤講師

2021/04 - 2021/07 文部科学省研究開発局地震・防災研究課情報科学を活用した地震調査研究プロジェクト(STAR-E) 採択審査委員会委員

2018/10 - 2021/03 Women in Data Science (WiDS)Tokyo@Yokohama City University 運営委員

2014/10 - 2020/09 Japan Science Council Member, Mathematical Science

2005/10 - 2020/09 Japan Science Council Member, Informatics

2016/06 - 2020/03 Japan Advanced Institute of Science and Technology, Japan Academic Advisor

2015/10 - 2020/03 supported by MEXT Chair of the Advisory Committee for “Integrated Computational Life Science to Support Personalization and Preventive Medicine”, Post Supercomputer “K” priority issue No.2

2015/09 - 2020/03 “World-class regional R & D and demonstration center -Research Complex- Promotion Program " project by JST Expert Committee Member

2015/07 - 2020/03 Japan Science and Technology Agency (JST) Advisor, “Development of fundamental technologies for advanced materials informatics, where theory, experiment, computational science and data science are linked and integrated” Research Area, PRESTO

2018/09 - 2019/03 Okinawa Institute of Science and Technology Graduate University (OIST), Japan aculty Selection Committee

2018/05 - 2019/03 Cabinet Office Members of the “Human-centered AI Social Principles Review Conference”, Science, Technology and Innovation

2017/06 - 2019/03 "Mathematics Advanced Innovation Platform" project by MEXT Steering Committee Member

2016/10 - 2019/03 "Private University Research Branding" project by MEXT External evaluation committee

2016/06 - 2019/03 Graduate School of Information Sciences, Tohoku University, Japan Member of the Management Council

2015 - 2019/03 Annals of the Institute of Statistical Mathematics (AISM) Executive Editor

2014/08 - 2019/03 Japan Science and Technology Agency (JST), Japan Steering Committee Member, Bioscience Database Center

2014/04 - 2019/03 国立大学法人総合研究大学院大学教育研究評議会評議員

2013/06 - 2019/03 Association of Data Scientists Advisor

2011/11 - 2019/03 東京大学生産技術研究所研究顧問

2008 - 2019/03 The Asian Regional Section of the International Association for Statistical Computing(IASC-ARS) 理事

2013/10 - 2019 Biosupercomputing study group Director

2011/02 - 2019/01 Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan Expert Committee, Science and Technology Council

2018/01 - 2018/04 CCC MARKETING DATA DEMOCRACY DAYS ゲスト審査委員

2017/12 - 2018/03 国立研究開発法人新・エネルギー・産業技術総合開発機構 NEDO技術委員

2017/09 - 2018/03 一般財団法人日本情報経済社会推進協会第3回ビッグデータ分析コンテスト審査委員

2016/11 - 2018/03 International Organization for Neuroinformatics (INCF), RIKEN, supported by MEXT Member of Japan Node Committee

2016/05 - 2018/03 Japan Society of Applied Statistics Director

2015/09 - 2018/03 RIKEN, supported by MEXT Member of Japan Node Committee, International Organization for Neuroinformatics (INCF)

2017/12 - 2017/12 Center for Spatial Information Science, University of Tokyo, Japan Member for External Evaluation Committee

2012/11 - 2017/03 Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan , “Development of Fundamental Technology for Climate Change Risk Information” project

2015/01 - 2016/10 Ministry of Internal Affairs and Communications R & D Evaluation Committee Evaluation Committee of SCOPE

2014/05 - 2016/05 Japan Society of Applied Statistics President

2013/03 - 2016/03 国立研究開発法人情報通信研究機構高度通信・放送研究開発委託研究評価委員会専門委員

2008/06 - 2016/03 "Creation of Knowledge and Information Society" Research Area, PRESTO (Precursory Research for Embryonic Science and Technology), Japan Science and Technology Agency (JST) Advisor

2013/09 - 2015/03 Graduate School of Informatics, Kyoto University, Japan Advisory Board

2013/04 - 2015/03 Japanese Society for Artificial Intelligence Delegate

2013/02 - 2014/10 Ministry of Internal Affairs and Communications Evaluation Committee for Young ICT Researchers, Strategic Information and Communication Research and Development Promotion Project (SCOPE)

2010/05/22 - 2014/05 電子情報通信学会情報論的学習理論と機械学習研究専門委員会副委員長

2012/11 - 2013/03 Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan Assignment selection committee of "Life dynamic system science promotion base" project

2012/10 - 2013/03 明治大学グローバルCOEプログラム(現象数理学の形成と発展) 外部評価委員会委員

2010/06/30 - 2012/06/30 人工知能学会評議員

2010/09/05 - 2011/03/31 日本統計学会評議員

2010 - 2011 Nonlinear Biomedical Physics Editorial Board

2010 - 2011 Nonlinear Biomedical Physics 学会誌編集委員

2008 - 2010 人工知能学会 SIG-DMSM 主査

2008 - 2009 電子情報通信学会学会誌編集委員

2007/02 - 2008/01 Japan-Germany Frontiers of Science program operated by Japan Society for the Promotion of Science (JSPS) Program manager

2006/10 - 2007/03 Graduate School of Science, Kyushu University, Japan Advisory Committee

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Awards (3)：

2023/03 - American Geophysical Union 2021 Editor's Citation for excellence in refereeing of Radio Science
2022 - 一般社団法人日本統計学会第 15 回日本統計学会出版賞教養としてのデータサイエンス(データサイエンス入門シリーズ)講談社.
2020/11 - 厚生労働省卓越した技能者(現代の名工) 職種:データサイエンティスト

Association Membership(s) (9)：

THE JAPAN SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS , Japanese Society for Computational Statistics , Japan Society of Applied Statistics , American Statistical Association , International Statistical Institute , Japanese Society for Artificial Intelligence , The Institute of Electronics, Information and Communication Engineers (IEICE) , Japan Statistical Society , Japan Geoscience Union (JpGU)

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