Updated on 2025/05/29

写真a

 
SUZUKI EINOSHIN
 
Organization
Faculty of Information Science and Electrical Engineering Department of Informatics Professor
School of Sciences Department of Physics(Concurrent)
Graduate School of Systems Life Sciences Department of Systems Life Sciences(Concurrent)
Graduate School of Information Science and Electrical Engineering Department of Information Science and Technology(Concurrent)
Joint Graduate School of Mathematics for Innovation (Concurrent)
Title
Professor
Profile
I have been working on research including data mining, machine learning, and discovery robots. My efficient discovery of exception rules with their corresponding normal rules is recognized as a pioneering piece of work. From 2001 to 2005, I was heading a team in Scientific Research on Priority Area “Data Mining” sponsored by MEXT and contributed to its success in various ways, especially through medical mining research. I was honored PRICAI 2021 Best Paper Award, VISAPPP 2020 Best Poster Award, and twice the best paper prize of JSAI. I have served to many international conferences including the Workshops Chair of ICDM-2002 and the PC Vice Chair of ICDM-2004.
Homepage
External link

Research Areas

  • Informatics / Intelligent informatics

Degree

  • Doctor of Engineering

Research History

  • Kyushu University Faculty of Information Science and Elecrtrical Engineering Professor Professor

    2006.4 - Present

  • Yokohama National University Department of Electrical and Computer Engineering, Faculty of Engineering, Associate Professor (In charge of graduate school) 

    1996.4 - 2006.3

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    Country:Japan

    Notes:I was a lecturer in the first year

  • Tokyo Institute of Technology Department of Computer Science, Faculty of Engineering Research Assistant 

    1993.4 - 1996.3

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    Country:Japan

Education

  • The University of Tokyo   Graduate School of Engineering   Department of Aeronautics

    1988.4 - 1993.3

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    Country:Japan

  • The University of Tokyo   Faculty of Engineering   Department of Aeronautics

    1984.4 - 1988.3

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    Country:Japan

Research Interests・Research Keywords

  • Research theme: Anomalous/Exceptional Pattern Mining with Weak Label Information from Stream Data

    Keyword: Anomaly/Exception Discovery, Stream Data Mining, Weak Label Learning, Patern Mining

    Research period: 2018.4

  • Research theme: Detection of Peculiar Facial Expression of Unspecified Persons Based on Sparse Coding

    Keyword: Outlier detection, Human monitoring

    Research period: 2015.4

  • Research theme: Knowledge Discovery from a Huge Data Ensemble by Integrating Automatic Data Selection and Pattern Extraction

    Keyword: Big Data, Data Mining

    Research period: 2013.4

  • Research theme: Long-Term Monitoring by a Consumer Autonomous Mobile Robot

    Keyword: Representative Example Selection, Autonomous Mobile Robot

    Research period: 2012.4

  • Research theme: Data Stream Management by Autonomous Mobile Robots

    Keyword: Autonomous Mobile Robot, Data Mining, Database

    Research period: 2011.3

  • Research theme: Integrating Symbolic Discovery with Numerical Machine Learning for Autonomous Swarm Control

    Keyword: controlling swarm robots, machine learning, data mining

    Research period: 2008.4 - 2012.9

  • Research theme: Multi-task data mining based on dynamic representation bias

    Keyword: constructive induction, multi-task data mining

    Research period: 2008.4

  • Research theme: Structured data mining system that considers mutual interaction of structured rules

    Keyword: data mining

    Research period: 2006.4

Awards

  • Best Paper Award of PRICAI 2021 (Eighteenth Pacific Rim International Conference on Artificial Intelligence)

    2021.11   PRICAI 2021   GIAD: Generative Inpainting-Based Anomaly Detection via Self-Supervised Learning for Human Monitoring

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    Ning Dong, Einoshin Suzuki: "GIAD: Generative-Inpainting-Based Anomaly Detection from Salient Regions in Human Monitoring", Proc. PRICAI 2021: Trends in Artificial Intelligence - 18th Pacific Rim International Conference on Artificial Intelligence (PRICAI-2021), Part II, LNCS 13032, pp. 418-432, Hanoi, Vietnam+Online, November 2021. DOI 10.1007/978-3-030-89363-7_32 (Best Paper Award).

  • Best Poster Award of VISAPP 2020 (Fifteenth International Conference on Computer Vision Theory and Applications)

    2020.2   VISAPP 2020   Detecting Anomalous Regions from an Image Based on Deep Captioning

  • 2002年度人工知能学会論文賞

    2003.6   人工知能学会   Worst-case Analysis of Rule Discovery Based on Generality and Accuracy

  • 1997年度人工知能学会研究奨励賞

    1998.6   人工知能学会   Discovery of Exception Rules Based on the Reliability Evaluation

  • 1997年度人工知能学会論文賞

    1998.6   人工知能学会   Exceptional Knowledge Discovery in Databases Based on an Information-theoretic Approach

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Papers

  • SATJiP: Spatial and Augmented Temporal Jigsaw Puzzles for Video Anomaly Detection Reviewed International journal

    #Liheng Shen, @Tetsu Matsukawa, @Einoshin Suzuki

    Advances in Knowledge Discovery and Data Mining, Part ?. Lecture Notes in Computer Science ?, Springer (PAKDD 2024)   2024.5

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    Language:English   Publishing type:Research paper (international conference proceedings)  

  • Image Generation from Hyper Scene Graphs with Trinomial Hyperedges Using Object Attention Reviewed International journal

    #Ryosuke Miyake, @Tetsu Matsukawa, @Einoshin Suzuki

    Proc. Nineteenth International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2024), Vol. 2: VISAPP (Nineteenth International Conference on Computer Vision Theory and Applications)   266 - 279   2024.2

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    Language:English   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.5220/0012472500003660.

    Repository Public URL: https://hdl.handle.net/2324/7357487

  • Class-Specific Word Sense Aware Topic Modeling via Soft Orthogonalized Topics Reviewed International journal

    @Wenbo Li, @Yao Yang, @Einoshin Suzuki

    Proc. 32nd International Conference on Information and Knowledge Management (CIKM 2023)   1218 - 1227   2023.10

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    Language:English   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1145/3583780.3614809

  • Cross-Modal Self-Supervised Feature Extraction for Anomaly Detection in Human Monitoring Reviewed International journal

    #Jose Alejandro Avellaneda Gonzalez, @Tetsu Matsukawa, @Einoshin Suzuki

    Proc. Nineteenth International Conference on Automation Science and Engineering (CASE 2023)   2023.8

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    Language:English   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.1109/CASE56687.2023.10260493

  • Judging Credible and Unethical Statistical Data Explanations via Phrase Similarity Graph Reviewed International journal

    #Kang Zhang, @Einoshin Suzuki

    Proc. 2023 Pacific Asia Conference on Information Systems (PACIS 2023)   2023.7

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    Language:English   Publishing type:Research paper (international conference proceedings)  

    Repository Public URL: https://hdl.handle.net/2324/7357489

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Books

  • 人工知能学大事典

    @鈴木英之進(Role:Sole author)

    共立出版  2017.12 

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    Responsible for pages:pp.337-338, p.342-343, p. 344, p.437, pp.479-480, pp. 483-485 (担当部分)分類規則,AQアルゴリズム,決定木とランダムフォレスト,決定リスト,機械学習とデータマイニング,大量データのクラスタリング,例外知識発見  (人工知能学会編.)   Language:Japanese   Book type:Scholarly book

  • Information Search, Integration and Personalization, Communications in Computer and Information Sciences, Vol. 421

    Einoshin Suzuki, Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit(Role:Joint author)

    Springer-Verlag  2014.8 

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    Responsible for pages:"Towards Facilitating the Development of a Monitoring System with Low-Cost Autonomous Mobile Robots" (1章分), pp. 57-70   Language:English   Book type:Scholarly book

  • Proceedings of the 2013 International Symposium on Information Science and Electrical Engineering (ISEE 2013)

    Einoshin Suzuki, Takanobu Kiss, Atsushi Shimada, Shigeru Takano(Role:Edit)

    九州大学大学院システム情報科学研究院  2013.1 

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    Language:English   Book type:Scholarly book

  • Proc. 2012 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2012)

    Ning Zhong, Zhiguo Gong, Yiu-ming Cheung, Pawan Lingras, Piotr S. Szczepaniak, Einoshin Suzuki(Role:Edit)

    IEEE Computer Society  2012.12 

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    Language:English   Book type:Scholarly book

  • 2011 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops (WI-IAT Workshops 2011)

    Jomi Fred Hubner, Jean-Marc Petit, Einoshin Suzuki(Role:Edit)

    IEEE  2011.9 

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    Language:English   Book type:Scholarly book

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Presentations

  • Multi-Task Data Mining toward Automating the KDD Process Invited International conference

    Einoshin Suzuki

    Sixth International Conference on Information Technology and Electrical Engineering (ICITEE 2014) + Regional Conference on Computer and Information Engineering 2014 (RCCIE 2014)  2014.10 

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    Event date: 2014.10

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Jogjakarta   Country:Indonesia  

    Multi-Task Data Mining toward Automating the KDD Process (keynote lecture)

    Other Link: http://web.archive.org/web/20140928203954/http://icitee2014.te.ugm.ac.id/

  • Interestingness Measures - Limits, Desiderata, and Recent Results - (keynote talk) Invited International conference

    Einoshin Suzuki

    Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models Workshop (QIMIE'09)  2009.4 

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    Event date: 2009.4

    Presentation type:Oral presentation (general)  

    Venue:Bangkok   Country:Thailand  

    Interestingness Measures - Limits, Desiderata, and Recent Results - (keynote talk)

    Other Link: http://conferences.telecom-bretagne.eu/qimie2009/

  • Information Compression as a Basis of Knowledge Discovery (closed workshop) Invited International conference

    Einoshin Suzuki

    The Third Japanese-French Symposium on Frontiers of Science (JFFoS)  2009.1 

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    Event date: 2009.1

    Venue:Zushi   Country:Japan  

  • Intuitive Display for Search Engines toward Fast Detection of Peculiar WWW Pages (closed workshop) Invited International conference

    Einoshin Suzuki

    The Second Japanese-French Symposium on Frontiers of Science (JFFoS)  2008.1 

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    Event date: 2008.1

    Venue:Roscoff   Country:France  

  • D\'ecouverte des R\`egles d'Exception Structur\'ees (invited talk) Invited International conference

    Einoshin Suzuki

    4èmes Rencontres Internationales Analyse Statistique Implicative  2007.10 

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    Event date: 2007.10

    Presentation type:Oral presentation (general)  

    Venue:Castell\'on   Country:Spain  

    Discovery of Structured Exception Rules

    Other Link: http://www.asi4.uji.es/asi4-presentation-fr.htm

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MISC

  • Data Mining Methods for Discovering Interesting Exceptions

    Einoshin Suzuki

    Journal of Universal Computer Science   2006.6

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    Language:English   Publishing type:Article, review, commentary, editorial, etc. (scientific journal)  

  • 例外性発見に基づくスパイラル的アクティブマイニング

    不明

    人工知能学会誌   2005.3

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    Language:Japanese   Publishing type:Article, review, commentary, editorial, etc. (scientific journal)  

  • データスカッシング - 逆転の発想によるスケ−ルダウン戦略 -

    鈴木英之進

    情報処理   2005.1

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    Language:Japanese   Publishing type:Article, review, commentary, editorial, etc. (scientific journal)  

  • 正確な学習よりも得する学習 - 誤分類コストを考慮する分類学習 - (2) 解決編

    鈴木英之進

    情報処理   2004.5

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    Language:Japanese   Publishing type:Article, review, commentary, editorial, etc. (scientific journal)  

  • 正確な学習よりも得する学習 - 誤分類コストを考慮する分類学習 - (1) 評価編

    鈴木英之進

    情報処理   2004.4

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    Language:Japanese   Publishing type:Article, review, commentary, editorial, etc. (scientific journal)  

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Professional Memberships

  • AAAI

  • Information Processing Society of Japan

  • Japanese Society for Artificial Intelligence

Committee Memberships

  • 人工知能学会   代議員   Domestic

    2013.4 - 2015.3   

  • 人工知能学会   Councilor   Domestic

    2008.6 - 2013.3   

  • アルゴリズム論的学習理論に関する国際会議   Steering committee member   Foreign country

    2006.10 - 2012.10   

  • 発見科学に関する国際会議 (運営委員長)   運営委員長   Foreign country

    2006.10 - 2012.10   

  • 発見科学に関する国際会議   Steering committee member   Foreign country

    2004.10 - Present   

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Academic Activities

  • PC member International contribution

    32nd International Joint Conference on Artificial Intelligence (IJCAI 2023)  ( Macao China ) 2023.8

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    Type:Competition, symposium, etc. 

  • PC member International contribution

    29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-2023)  ( Long Beach UnitedStatesofAmerica ) 2023.8

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    Type:Competition, symposium, etc. 

  • PC member International contribution

    33rd International Joint Conference on Artificial Intelligence (IJCAI 2024)  ( Jeju Korea ) 2023.8

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    Type:Competition, symposium, etc. 

  • Screening of academic papers

    Role(s): Peer review

    2023

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    Type:Peer review 

    Number of peer-reviewed articles in foreign language journals:8

    Number of peer-reviewed articles in Japanese journals:0

    Proceedings of International Conference Number of peer-reviewed papers:10

    Proceedings of domestic conference Number of peer-reviewed papers:0

  • PC member International contribution

    28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-2022)  ( Washington D.C. UnitedStatesofAmerica ) 2022.8

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    Type:Competition, symposium, etc. 

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Research Projects

  • 人間の思考特性につけこみ統計データを悪く解説するAI

    2021.7 - 2025.3

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    Authorship:Principal investigator 

    Grants-in-Aid for Challenging Research (Exploratory)

  • 人間の思考特性につけこみ統計データを悪く解説するAI

    Grant number:21K19795  2021 - 2024

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research  Challenging Research(Exploratory)

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    Authorship:Principal investigator  Grant type:Scientific research funding

  • ストリームデータからの弱ラベル情報を用いる異常・例外パターンマイニング

    2018.4 - 2020.3

    東京理科大学(日本) 

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    Authorship:Principal investigator 

    Grant-in-Aid for Scientific Research (B)

  • ストリームデータからの弱ラベル情報を用いる異常・例外パターンマイニング

    Grant number:18H03290  2018 - 2020

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research  Grant-in-Aid for Scientific Research (B)

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    Authorship:Principal investigator  Grant type:Scientific research funding

  • スパースコーディングに基づく不特定者のための顔特異表情の検知

    2015.4 - 2018.3

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    Authorship:Principal investigator 

    Kaken Challenging Exploratory Research

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Educational Activities

  • From April 2007, 11 doctor course student, 47 master students, and 42 bachelor course students received their degrees under my supervision in Kyushu University.
    From April 1996 to March 2006, 23 master course students and 54 bachelor course students received their degrees under my supervision in Yokohama National University.

Class subject

  • 生命情報学習特論

    2025.10 - 2025.12   Fall quarter

  • 電気情報工学セミナーA

    2025.10 - 2025.12   Fall quarter

  • データマイニング特論II

    2025.6 - 2025.8   Summer quarter

  • 発見科学特別講究

    2025.4 - 2026.3   Full year

  • 情報科学特別研究

    2025.4 - 2026.3   Full year

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FD Participation

  • 2023.5   Role:Participation   Title:システム情報科学府FD

    Organizer:[Undergraduate school/graduate school/graduate faculty]

  • 2023.3   Role:Participation   Title:システム情報科学府FD

    Organizer:[Undergraduate school/graduate school/graduate faculty]

  • 2022.5   Role:Participation   Title:システム情報科学府FD

    Organizer:[Undergraduate school/graduate school/graduate faculty]

  • 2022.4   Role:Participation   Title:【シス情FD】第4期中期目標・中期計画等について

    Organizer:[Undergraduate school/graduate school/graduate faculty]

  • 2022.3   Role:Participation   Title:全学FD:メンタルヘルス講演会

    Organizer:University-wide

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Participation in international educational events, etc.

  • 2013.10

    INSA de Lyon(国立応用科学院リヨン校)

    International Day at INSA de Lyon

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    Venue:フランス・リヨン

    Number of participants:100

  • 2009.11

    INSA de Lyon(国立応用科学院リヨン校)

    International Day at INSA de Lyon

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    Venue:フランス・リヨン

    Number of participants:100

Other educational activity and Special note

  • 2006  Special Affairs  Committee Member of Ph.D. thesis examination of Ms Marie Agier, University of Clermont-Ferrand 2, France

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    Committee Member of Ph.D. thesis examination of Ms Marie Agier, University of Clermont-Ferrand 2, France

Outline of Social Contribution and International Cooperation activities

  • Until April 19, 2024, I have served as a PC member and a Chair of international conferences 138 and 32 times, respectively.

Social Activities

  • 研究室公開「人見守りのためのデータマイニング」

    九州大学  2015.8

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    Audience:General, Scientific, Company, Civic organization, Governmental agency

    Type:Other

  • 人工知能学会2009年度業績賞候補者選定委員会委員

    2010

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    人工知能学会2009年度業績賞候補者選定委員会委員

  • 人工知能学会2009年度業績賞候補者選定委員会委員

    2009

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    人工知能学会2009年度業績賞候補者選定委員会委員

  • External reviewer of IIS, Academia Sinica, Taiwan 2009/7 助教の任用審査

    2009

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    External reviewer of IIS, Academia Sinica, Taiwan 2009/7 助教の任用審査

  • 某国立大学 某教授に係るテニュア付与及び再任審査 学外有識者(書面審査)2010/2

    2009

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    某国立大学 某教授に係るテニュア付与及び再任審査 学外有識者(書面審査)2010/2

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Acceptance of Foreign Researchers, etc.

  • INSA de Lyon

    Acceptance period: 2014.10   (Period):Less than 2 weeks

    Nationality:Romania

    Business entity:Foreign governments, foreign research institutes, international organizations

  • 九州大学

    Acceptance period: 2014.4 - 2015.4   (Period):1 month or more

    Nationality:Other

    Business entity:Other

  • INSA de Lyon

    Acceptance period: 2014.4   (Period):Less than 2 weeks

    Nationality:France

    Business entity:Foreign governments, foreign research institutes, international organizations

  • INSA de Lyon

    Acceptance period: 2014.4   (Period):Less than 2 weeks

    Nationality:Romania

    Business entity:Foreign governments, foreign research institutes, international organizations

  • INSA de Lyon

    Acceptance period: 2013.5   (Period):Less than 2 weeks

    Nationality:France

    Business entity:Foreign governments, foreign research institutes, international organizations

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Travel Abroad

  • 2000.6

    Staying countory name 1:France   Staying institution name 1:ナント大学(客員助教授)

  • 1999.10

    Staying countory name 1:Singapore   Staying institution name 1:シンガポール国立大学(招聘)

  • 1998.3 - 1998.4

    Staying countory name 1:France   Staying institution name 1:パリ第11大学(文部省短期在外研究)

    Staying countory name 2:United States   Staying institution name 2:カリフォルニア大学アーバイン校(文部省短期在外研究)