Updated on 2024/09/30

Information

 

写真a

 
TAKEUCHI JUNNICHI
 
Organization
Faculty of Information Science and Electrical Engineering Department of Informatics Professor
Research Institute for Information Technology (Joint Appointment)
School of Engineering Department of Electrical Engineering and Computer Science(Joint Appointment)
Graduate School of Information Science and Electrical Engineering Department of Information Science and Technology(Joint Appointment)
Joint Graduate School of Mathematics for Innovation (Joint Appointment)
School of Sciences Department of Physics(Joint Appointment)
Title
Professor
Profile
多量のデータから知識を抽出するための機械学習技術について,主に以下の三つの項目について研究している. 1. MDL原理 学習理論の基本問題であるモデル選択に関して,確率的コンプレキシティ(SC = Stochastic Complexity) の研究を行っている.SC はデータに含まれる情報量を測る規準であり,モデル選択の範囲を超えて,学習に関する指導原理をなす. 2. 深層学習の理論 深層学習はその有用性の高さから広く普及しているが,その理論基盤は確立していない.主としてMDL原理に基づく理論の研究を行っている. 3. 情報幾何 情報幾何は,確率分布のなす集合の幾何学的性質を考察し,統計的推測に対して直感的理解を得る方法である.本研究では,特に Bayes 予測法の解析,Markov モデルの幾何学の考察等を行っている. 4. 応用 サイバーアタックなどのセキュリティインシデントを通信ログから検知/予測する問題とMRIのデータ処理技術について機械学習の立場から手がけている.
External link

Degree

  • Dr.Eng

Research History

  • 1989年-2006年 NEC 中央研究所

    1989年-2006年 NEC 中央研究所

Research Interests・Research Keywords

  • Research theme:Information-Based Induction Sciences and its Application

    Keyword:Learning Theory, Information Theory, Stochastic Complexity, Information Geometry, Machine Learning, Super Resulution, Cyber Security, MRI

    Research period: 2006.4

Awards

  • 先端技術大賞フジサンケイビジネスアイ賞

    2005.5   データマイニングに基づくセキュリティ・インテリジェンス技術の研究開発

  • SITA奨励賞

    1998.1   情報理論とその応用学会   論文``Asymptotically minimax regret for exponential families''に対して

Papers

  • Consolidating Packet-Level Features for Effective Network Intrusion Detection: A Novel Session-Level Approach Reviewed International journal

    @K. Miyamoto, @M. Iida, @C. Han, @T. Ban, @T. Takahashi @J. Takeuchi

    IEEE Access   ( 11 )   132792 - 132810   2023.11

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: 10.1109/ACCESS.2023.3335600.

  • Approximate Spectral Decomposition of Fisher Information Matrix for Simple ReLU Networks Reviewed International journal

    @Yoshinari Takeishi, @Masazumi Iida, @Junichi Takeuchi

    Neural Networks   164   691 - 706   2023.7

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Scalable and Fast Algorithm for Constructing Phylogenetic Trees with Application to IoT Malware Clustering Reviewed International journal

    #T. He, @C. Han, @R. Isawa, @T. Takahashi, @S. Kijima, @J. Takeuchi

    IEEE Access   11   8240 - 8253   2023.1

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Real-time Detection of Global Cyberthreat Based on Darknet by Estimating Anomalous Synchronization Using Graphical Lasso Reviewed International journal

    #Chansu HAN, @Jumpei SHIMAMURA, @Takeshi TAKAHASHI, @Daisuke INOUE, @Jun'ichi TAKEUCHI, @Koji NAKAO

    IEICE Transactions   Vol.E103-D ( No.10 )   2020.10

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Minimum Description Length Principle in Supervised Learning With Application to Lasso Reviewed International journal

    @Masanori Kawakita, @Jun'ichi Takeuchi

    IEEE Transactions on Information Theory   66 ( 7 )   4245 - 4269   2020.7

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: 10.1109/TIT.2020.2998577

    Other Link: https://ieeexplore.ieee.org/document/9103589

  • An Improved Analysis of Least Squares Superposition Codes with Bernoulli Dictionary Reviewed International journal

    @Yoshinari Takeishi, @Jun'ichi Takeuchi

    Japanese Journal of Statistics and Data Science   2019.12

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    Language:English   Publishing type:Research paper (scientific journal)  

  • A Note on Model Selection for Small Sample Regression Reviewed International journal

    @Masanori Kawakita, @Jun'ichi Takeuchi

    Machine Learning   106 ( 11 )   1839 - 1862   2017.11

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Least Squares Superposition Codes with Bernoulli Dictionary are Still Reliable at Rates up to Capacity Reviewed International journal

    @Yoshinari Takeishi, @Masanori Kawakita, @Jun'ichi Takeuchi

    IEEE Transactions on Information Theory   60 ( 5 )   2737 - 2750   2014.5

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Safe Semi-supervised Learning Based on Weighted Likelihood Reviewed International journal

    @Masanori Kawakita, @Jun'ichi Takeuchi

    Neural Networks   53   146 - 164   2014.5

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  • Properties of Jeffreys mixture of Markov Sources Reviewed International journal

    Jun'ichi Takeuchi, Tsutomu Kawabata, Andrew R. Barron

    IEEE transactions on Information Theory   59 ( 1 )   438 - 457   2013.1

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  • A Unifying Framework for Detecting Outliers and Change Points from Non-Stationary Time Series Data Reviewed International journal

    J. Takeuchi & K. Yamanishi

    IEEE transactions on Knowledge and Data Engineering   2006.4

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    Language:English   Publishing type:Research paper (scientific journal)  

  • α-Parallel Prior and Its Properties Reviewed International journal

    2005.3

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    Language:English   Publishing type:Research paper (scientific journal)  

  • On-line Unsupervised Oultlier Detection Using Finite Mixtures with Discounting Learning Algorithms Reviewed International journal

    K. Yamanishi, J. Takeuchi, G. Williamas, & P. Milne

    Data Mining and Knowleged Discovery Journal   2004.5

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    Language:English   Publishing type:Research paper (scientific journal)  

  • The Lob-Pass problem Reviewed International journal

    J. Takeuchi, N. Abe, & S. Amari

    Journal of Computer and System Sciences   2000.3

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Characterization of the Bayes estimator and the MDL estimator for exponential families Reviewed International journal

    J. Takeuchi

    IEEE transactions on Information Theory   1997.1

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Brain Tumor Classification using Under-Sampled k-Space Data: A Deep Learning Approach Reviewed International journal

    @Tania SULTANA, @Sho KUROSAKI, @Yutaka JITSUMATSU, @Shigehide KUHARA, @Jun'ichi TAKEUCHI

    IEICE TRANSACTIONS on Information and Systems   Vol.E106-D ( No.11 )   183 - 1841   2023.11   ISSN:0916-8532 eISSN:1745-1361

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: 10.1587/transinf.2022EDP7198

    Web of Science

    Scopus

  • Generating Labeled Training Datasets Towards Unified Network Intrusion Detection Systems Reviewed International journal

    #R. Ishibashi, @K. Miyamoto, @C. Han, @T. Ban, @T. Takahashi, @J. Takeuchi

    IEEE Access   10   2169 - 3536   2022.5   ISSN:2169-3536

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: 10.1109/ACCESS.2022.3176098

    Web of Science

    Scopus

  • Dark-TRACER: Early Detection Framework for Malware Activity Based on Anomalous Spatiotemporal Patterns Reviewed International journal

    @C. Han, @J. Takeuchi, @T. Takahashi, @D. Inoue

    IEEE Access   10   13038 - 13058   2022.1   ISSN:2169-3536

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: 10.1109/ACCESS.2022.3145966

    Web of Science

    Scopus

  • Leveraging Machine Learning Techniques to Identify Deceptive Decoy Documents Associated With Targeted Email Attacks Reviewed International journal

    @B. Sun, @T. Ban, @C. Han, @T. Takahashi, @K. Yoshioka, @J. Takeuchi, @A. Sarrafzadeh, @M. Qiu, @D. Inoue

    IEEE Access   9   87962 - 87971   2021.5

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: 10.1109/ACCESS.2021.3082000

  • A unified global convergence analysis of multiplicative update rules for nonnegative matrix factorization Reviewed International journal

    @Norikazu Takahashi, @Jiro Katayama, @Masato Seki, @Jun'ichi Takeuchi

    Computational Optimization and Applications   2018.3

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: https://doi.org/10.1007/s10589-018-9997-y

  • Behavior-Based Method for Detecting Distributed Scan Attacks in Darknets Reviewed International journal

    Yaokai Feng, Yoshiaki Hori, Kouichi Sakurai, Jun'ichi Takeuchi

    Journal of Information Processing   21 ( 3 )   527 - 538   2013.6

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    Language:English  

  • Stochastic complexity, channel capacity, and universal portfolio Reviewed International journal

    Jun'ichi Takeuchi

    Journal of Math-for-Industry, vol. 2, 2010, pp. 213-225, 2010   2010.10

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  • Equiaffine structures on statistical manifolds and Bayesian statistics Reviewed International journal

    H. Matsuzoe, J. Takeuchi & S. Amari

    Differential Geometry and Its Applications   24 ( 6 )   567 - 578   2006.11

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  • Polynomial Learnability of Stochastic Rules with respect to the KL-divergence and Quadratic Distance Reviewed International journal

    N. Abe, J. Takeuchi, & M. Warmuth

    IEICE transactions (D)   2001.3

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    Language:English   Publishing type:Research paper (scientific journal)  

  • Efficient distribution-free population learning of simple concepts International journal

    A. Nakamura, J. Takeuchi, & N. Abe

    Annals of Mathematics and Artificial Intelligence   1998.1

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    Publishing type:Research paper (scientific journal)  

  • Improved sample complexity bounds for parameter estimation Reviewed International journal

    J. Takeuchi

    IEICE transactions (D)   1995.1

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    Language:English   Publishing type:Research paper (scientific journal)  

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Books

  • ``An introduction to the minimum description length principle.'' (A chapter of ``A Mathematical Approach to Research Problems of Science and Technology,'' pp. 279-296, Ryuei Nishii, Shin-ichiro Ei, Miyuki Koiso, Hiroyuki Ochiai, Kanzoh Okada, Shingo Saito, Tomoyuki Shira (editors))

    Jun'ichi Takeuchi( Role: Joint author)

    Springer  2014.7 

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    Language:English   Book type:General book, introductory book for general audience

  • 統計的モデリング/情報理論と学習理論

    若山正人(編),小西貞則(著),竹内純一(著)( Role: Joint author)

    講談社  2008.9 

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    Language:Japanese   Book type:Scholarly book

Presentations

  • On Fisher Information Matrix for Simple Neural Networks With Softplus Activation International conference

    #M. Iida, @Y. Takeishi, @J. Takeuchi

    The 2022 IEEE International Symposium on Information Theory  2022.7 

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    Event date: 2022.6 - 2022.7

    Language:English   Presentation type:Oral presentation (general)  

    Country:Finland  

  • Automated Detection of Malware Activities Using Nonnegative Matrix Factorization International conference

    @C. Han, @J. Takeuchi, @T. Takahashi, @D. Inoue

    The 20th IEEE International Conference on Trust, Security and Privacy in Computing and Communications  2021.10 

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    Event date: 2021.10

    Language:English  

    Country:China  

  • Investigating Behavioral Differences between IoT Malware via Function Call Sequence Graphs International conference

    #R. Kawasoe, #C. Han, @R. Isawa, @T. Takahashi and @J. Takeuchi

    he 36th ACM/SIGAPP Symposium On Applied Computing  2021.3 

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    Event date: 2021.3

    Language:English   Presentation type:Oral presentation (general)  

    Country:Other  

  • On MDL Estimation for Simple Contaminated Gaussian Location Families International conference

    #Kohei Miyamoto, @Jun'ichi Takeuchi

    The International Symposium on Information Theory and Its Applications 2020  2020.10 

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    Event date: 2020.10

    Language:English   Presentation type:Oral presentation (general)  

    Country:United States  

  • Magnetic Resonance Angiography Image Restoration by Super Resolution Based on Deep Learning International conference

    #Shizen Kitazaki, @Masanori Kawakita, @Yutaka Jitsumatsu, @Shigehide Kuhara, @Akio Hiwatashi, @Jun'ichi Takeuchi

    The 2019 World Congress of the European Society for Magnetic Resonance in Medicine and Biology  2019.10 

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    Event date: 2019.10

    Language:English   Presentation type:Oral presentation (general)  

    Country:Netherlands  

  • Dynamics of Damped Approximate Message Passing Algorithms International conference

    @Kazushi Mimura, @Jun'ichi Takeuchi

    2019 IEEE Information Theory Workshop  2019.8 

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    Event date: 2019.8 - 2017.8

    Language:English   Presentation type:Oral presentation (general)  

    Country:Sweden  

  • Real-Time Detection of Malware Activities by Analyzing Darknet Traffic Using Graphical Lasso International conference

    #Chansu Han, @Jumpei Shimamura, @Takeshi Takahashi, @Daisuke Inoue, @Masanori Kawakita, @Jun'ichi Takeuchi, @Koji Nakao

    The 18th IEEE International Conference on Trust, Security and Privacy in Computing and Communications  2019.8 

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    Event date: 2019.8 - 2020.8

    Language:English   Presentation type:Oral presentation (general)  

    Country:New Zealand  

  • Improved MDL Estimators Using Local Exponential Family Bundles Applied to Mixture Families International conference

    #Kohei Miyamoto, @Andrew R. Barron, @Jun'ichi Takeuchi

    2019 IEEE International Sympojium on Information Theory  2019.7 

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    Event date: 2019.7

    Language:English   Presentation type:Oral presentation (general)  

    Country:France  

    Other Link: https://2019.ieee-isit.org/

  • Information Geometry of The Family of Markov Kernels Defined by A Context Tree International conference

    @Jun'ichi Takeuchi, @Hiroshi Nagaoka

    2017 IEEE Information Theory Workshop  2017.10 

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    Event date: 2017.11

    Language:English   Presentation type:Oral presentation (general)  

    Country:Taiwan, Province of China  

  • MDL criterion for NMF with Application to Botnet Detection International conference

    #Shoma Tanaka, Yuki Kawamura, @Masanori Kawakita, @Jun'ichi Takeuchi

    the 2016 Data Mining and Cybersecurity Workshop, associated with the 23rd International Conference on Neural Information Processing,  2016.10 

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    Event date: 2016.10

    Language:English   Presentation type:Oral presentation (general)  

    Country:Japan  

  • Botnet Detection Using Graphical Lasso with Graph Density International conference

    #Chan-su Han, #Kento Kono, @Masanori Kawakita, @Jun'ichi Takeuchi

    the 2016 Data Mining and Cybersecurity Workshop, associated with the 23rd International Conference on Neural Information Processing,  2016.10 

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    Event date: 2016.10

    Language:English   Presentation type:Oral presentation (general)  

    Country:Japan  

  • An Improved Upper Bound on Block Error Probability of Least Squares Superposition Codes with Unbiased Bernoulli Dictionary International conference

    #Yoshinari Takeishi, @Jun'ichi Takeuchi

    2016 IEEE International Symposium on Information Theory  2016.7 

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    Event date: 2016.7

    Language:English   Presentation type:Oral presentation (general)  

    Country:Spain  

  • Barron and Cover's Theory in Supervised Learning and Its Application to Lasso International conference

    @Masanori Kawakita, @Jun'ichi Takeuchi

    The 33rd International Conference on Machine Learning  2016.6 

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    Event date: 2016.6

    Language:English   Presentation type:Oral presentation (general)  

    Country:United States  

  • Stochastic complexity for tree models International conference

    @Jun'ichi Takeuchi, @Andrew R. Barron

    2014 IEEE Information Theory Workshop  2014.11 

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    Event date: 2014.11

    Language:English   Presentation type:Oral presentation (general)  

    Country:Australia  

  • Asymptotically minimax regret for models with hidden variables International conference

    @Jun'ichi Takeuchi, @Andrew R. Barron

    2014 IEEE International Symposium on Information Theory  2014.7 

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    Event date: 2014.6 - 2014.7

    Language:English   Presentation type:Oral presentation (general)  

    Country:United States  

  • Asymptotically Minimax Regret by Bayes Mixtures for Non-exponential Families International conference

    Jun'ichi Takeuchi, Andrew R. Barron

    2013 IEEE Information Theory Workshop  2013.9 

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    Event date: 2013.9

    Language:English   Presentation type:Oral presentation (general)  

    Country:Spain  

  • Least Squares Superposition Codes with Bernoulli Dictionary are Still Reliable at Rates up to Capacity International conference

    Yoshinari Takeishi, Masanori Kawakita, Jun'ichi Takeuchi

    2013 IEEE International Symposium on Information Theory  2013.7 

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    Event date: 2013.7

    Language:English   Presentation type:Oral presentation (general)  

    Country:Turkey  

  • Botnet Detection based on Non-negative Matrix Factorization and the MDL Principle International conference

    Sayaka Yamauchi, Masanori Kawakita, Jun'ichi Takeuchi

    the 19th International Conference on Neural Information Processing  2012.11 

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    Event date: 2012.11

    Language:English   Presentation type:Oral presentation (general)  

    Country:Other  

  • Sparse Superposition Codes with Discrete Dictionary Invited International conference

    Jun'ichi Takeuchi, Yoshinari Takeishi

    The 5th Workshop on Information Theoretic Methods in Science and Engineering  2012.8 

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    Event date: 2012.8

    Language:English   Presentation type:Oral presentation (general)  

    Country:Netherlands  

  • Constant Markov Portfolio and Its Application to Universal Portfolio with Side Information International conference

    Mariko Tsurusaki, Jun'ichi Takeuchi

    2012 IEEE International Symposium on Information Theory  2012.7 

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    Event date: 2012.7

    Language:English   Presentation type:Oral presentation (general)  

    Country:United States  

  • Stochastic Complexity and Exponential Curvature Invited International conference

    Jun'ichi Takeuchi

    The Fourth Workshop on Information Theoretic Methods in Science and Engineering  2011.8 

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    Event date: 2011.8

    Presentation type:Oral presentation (general)  

    Country:Finland  

  • Stochastic Interpretation of Universal Portfolio and Generalized Target Classes International conference

    Mariko Tsurusaki, Jun'ichi Takeuchi

    2011 IEEE International Symposium on Information Theory  2011.8 

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    Event date: 2011.7 - 2011.8

    Presentation type:Oral presentation (general)  

    Country:Russian Federation  

  • Exponential Curvature of Markov Sources International conference

    Takeuchi, Kawabata

    2007 IEEE International Symposium on Information Theory  2007.6 

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    Presentation type:Oral presentation (general)  

    Country:France  

  • Fisher Information Determinant and Stochastic complexity for Markov Models International conference

    Takeuchi

    2009 IEEE International Symposium on Information Theory  2009.7 

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    Presentation type:Oral presentation (general)  

    Country:Korea, Republic of  

  • Packet-Level Intrusion Detection Using LSTM Focusing on Personal Information and Payloads International conference

    #S. Kawanaka, @Y. Kashiwabara, @K. Miyamoto, @M. Iida, @C. Han, @T. Ban, @T. Takahashi,@ J. Takeuchi

    The 18th Asia Joint Conference on Information Security  2023.8 

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    Event date: 2023.8

    Language:English   Presentation type:Oral presentation (general)  

    Country:Japan  

  • Flexible Function Estimation of IoT Malware Using Graph Embedding Technique International conference

    #K. Oshio, @S. Takada, @C. Han, @A. Tanaka, @J. Takeuchi

    The 27th IEEE Symposium on Computers and Communications  2022.7 

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    Event date: 2022.6 - 2022.7

    Language:English  

    Country:Greece  

  • Malicious Packet Classification Based on Neural Network Using Kitsune Features International conference

    @K. Miyamoto, @H. Goto, #R. Ishibashi, @C. Han, @T. Ban, @T. Takahashi, @J. Takeuchi

    The Second International Conference on Intelligent Systems and Patterns Recognition  2022.3 

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    Event date: 2022.3

    Language:English   Presentation type:Oral presentation (general)  

    Country:Tunisia  

  • Which Packet Did They Catch? Associating NIDS Alerts with Their Communication Sessions International conference

    #R. Ishibashi, @H. Goto, @C. Han, @T. Ban, @T. Takahashi, @J. Takeuchi

    The 16th Asia Joint Conference on Information Security  2021.8 

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    Event date: 2021.8

    Language:English   Presentation type:Oral presentation (general)  

    Country:Korea, Republic of  

  • Asymptotic Behavior of Typical Sets and the Smallest High Probability Set International conference

    #Munenori Eto, @Masanori Kawakita, @Jun'ichi Takeuchi

    The International Symposium on Information Theory and Its Applications 2018  2018.10 

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    Event date: 2018.10

    Language:English   Presentation type:Oral presentation (general)  

    Country:Singapore  

  • A Generalized Sufficient Condition for Global Convergence of Modified Multiplicative Updates for NMF International conference

    @Norikazu Takahashi, @Jiro Katayama, @Jun'ichi Takeuchi

    2014 International Symposium on Nonlinear Theory and its Applications  2014.9 

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    Event date: 2014.9

    Language:English   Presentation type:Oral presentation (general)  

    Country:Switzerland  

  • Boundedness of modified multiplicative updates for nonnegative matrix factorization International conference

    Jiro Katayama, Norikazu Takahashi, Jun'ichi Takeuchi

    The Fifth IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing  2013.12 

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    Event date: 2013.12

    Language:English   Presentation type:Oral presentation (general)  

    Country:United States  

  • High Dimensional Data Analysis for Botnet Detection Invited International conference

    Jun'ichi Takeuchi

    the 19th International Conference on Neural Information Processing  2012.11 

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    Event date: 2012.11

    Language:English   Presentation type:Oral presentation (general)  

    Country:Other  

  • Information Theoretic Limit of Single Frame Superresolution International conference

    Kotaro Yamaguchi, Masanori Kawakita, Norikazu Takahashi, Jun'ichi Takeuchi

    The Third International Conference on Emerging Security Technologies  2012.9 

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    Event date: 2012.9

    Language:English   Presentation type:Oral presentation (general)  

    Country:Portugal  

  • Universal Prediction and Universal Portfolio International conference

    Jun'ichi Takeuchi, Mariko Tsurusaki

    The 5th International IMBIC Conference MSAST 2010  2011.12 

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    Event date: 2011.12

    Language:English   Presentation type:Oral presentation (general)  

    Country:India  

  • Acceleration Technique for Boosting Classification and Its Application to Face Detection,'' The Third Asian Conference on Machine Learning International conference

    M. Kawakita, R. Izumi, J. Takeuchi, Y. Hu, T. Takamori, H. Kameyama

    The Third Asian Conference on Machine Learning  2011.11 

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    Event date: 2011.11

    Presentation type:Oral presentation (general)  

    Country:Taiwan, Province of China  

  • ポートフォリオのFisher情報量について

    鶴崎真理子,竹内純一

    第33回情報理論とその応用シンポジウム  2010.11 

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    Language:Japanese   Presentation type:Oral presentation (general)  

    Venue:長野県長野市   Country:Japan  

  • A note on model selection for small sample regression International conference

    Masanori Kawakita, Youko Oie, Jun'ichi Takeuchi

    International Symposium on Information Theory and its Applications 2010  2010.10 

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    Presentation type:Oral presentation (general)  

    Country:Taiwan, Province of China  

  • ブースティングに関する最近の進展について

    川喜田雅則,竹内純一

    第33回情報理論とその応用シンポジウム  2010.11 

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    Presentation type:Oral presentation (general)  

    Venue:長野県長野市   Country:Japan  

  • スパース構造学習を用いたボットネット検知法の提案とダークネットデータへの適用

    濱崎浩輝、川喜田雅則、竹内純一、井上大介、衛藤将史、中尾康二

    2011年暗号と情報セキュリティシンポジウム  2011.1 

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    Language:Japanese   Presentation type:Oral presentation (general)  

    Venue:福岡県北九州市   Country:Japan  

  • γダイバージェンスに基づく異常検知手法の提案とシステムコール発行履歴への適用

    村上慎太郎、川喜田雅則、竹内純一

    電子情報通信学会技術研究報告 ISEC2010-72  2011.3 

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    Language:Japanese   Presentation type:Oral presentation (general)  

    Venue:大阪府大阪市   Country:Japan  

  • ベイズ超解像におけるSIFTを用いたパラメタ推定手法の提案

    清田佳孝、奥村大輔、川喜田雅則、高橋規一、竹内純一

    電子情報通信学会技術研究報告 IE2010-168  2011.3 

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    Language:Japanese   Presentation type:Oral presentation (general)  

    Venue:長崎県   Country:Japan  

  • Universal portfolio and universal source coding Invited

    Jun'ichi Takeuchi, Marko Tsurusaki

    2011.3 

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    Language:English   Presentation type:Oral presentation (general)  

    Country:Japan  

  • Botnet Detection Using Graphical Model Learning International conference

    Jun'ichi Takeuchi

    The 4th International IMBIC Conference MSAST 2010  2010.12 

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    Language:English   Presentation type:Oral presentation (general)  

    Country:India  

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MISC

  • MDL原理と確率的コンプレキシティ

    竹内 純一

    数学セミナー   2016.8

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

Professional Memberships

  • 日本応用数理学会

  • 電子情報通信学会

  • IEEE (Information Theory Society)

Committee Memberships

  • 電子情報通信学会情報理論研究専門委員会   専門委員長   Domestic

    2013.5 - 2014.5   

  • Councilor   Domestic

    2010.5 - 2012.5   

  • 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   専門委員   Domestic

    2010.5 - 2012.5   

  • 電子情報通信学会情報論的学習理論時限研究専門委員会   委員長   Domestic

    2009.5 - 2010.3   

  • Executive   Domestic

    2008.5 - 2010.5   

  • 情報理論とその応用学会   編集理事   Domestic

    2008.5 - 2010.5   

  • 情報理論とその応用学会   編集理事   Domestic

    2008.5 - 2010.5   

  • 電子情報通信学会情報論的学習理論時限研究専門委員会   副委員長   Domestic

    2007.5 - 2009.5   

  • Organizer   Domestic

    2005.5 - 2006.5   

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Academic Activities

  • International Journal of Mathematics for Industry International contribution

    2019.5 - Present

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    Type:Academic society, research group, etc. 

  • 特別研究員等審査会委員及び卓越研究員候補者選考委員会委員

    Role(s): Review, evaluation

    独立行政法人日本学術振興会  2019.4 - 2022.6

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    Type:Scientific advice/Review 

  • Pacific Journal of Mathematics for Industry International contribution

    2014.5 - 2019.4

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    Type:Academic society, research group, etc. 

  • Organizer International contribution

    Workshop on Modern Error Correcting Codes  ( Tokyo Japan ) 2013.8

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    Type:Competition, symposium, etc. 

    Number of participants:30

  • Local Co-Chair International contribution

    The Sixth Workshop on Information Theoritic Methods in Science and Engineering (WITMSE2013)  ( Tokyo Japan ) 2013.8

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    Type:Competition, symposium, etc. 

    Number of participants:55

  • 実行委員長

    第35回情報理論とその応用シンポジウム  ( 大分県 ) 2012.12

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    Type:Competition, symposium, etc. 

    Number of participants:200

  • 実行委員長

    第12回情報論的学習理論ワークショップ  ( 福岡県福岡市 ) 2009.10

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    Type:Competition, symposium, etc. 

    Number of participants:200

  • プログラム委員長

    第10回情報論的学習理論ワークショップ  ( 神奈川県横浜市 ) 2007.11

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    Type:Competition, symposium, etc. 

    Number of participants:200

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Research Projects

  • Theory and Practice of Deep Learning Based on Fisher Information Matrix and MDL Principle

    Grant number:23H05492  2023 - 2027

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

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    Authorship:Principal investigator  Grant type:Scientific research funding

    CiNii Research

  • Fisher情報行列と記述長最小原理に基づく深層学習の理論

    Grant number:23H00500  2023 - 2025

    日本学術振興会  科学研究費助成事業  基盤研究(A)

    竹内 純一, 武石 啓成, 三村 和史, 村田 昇, 長岡 浩司

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    Authorship:Principal investigator  Grant type:Scientific research funding

    CiNii Research

  • 量子効果を用いた分割スパース推定アルゴリズムの開発と展開

    Grant number:23K03841  2023 - 2025

    日本学術振興会  科学研究費助成事業  基盤研究(C)

    三村 和史, 竹内 純一

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    Authorship:Coinvestigator(s)  Grant type:Scientific research funding

    スパース性を用いて観測から未知信号を推定する枠組みであるスパース推定では、原信号のサポートがわかれば非零要素の値は比較的容易に求められる。本研究では、横磁場型の量子デバイスを用いたサポート推定の方法を提案し、そのサポート推定手法を、深層学習の技術を用いて古典計算機でシミュレートすることにより、古典計算機で動作する効率的で高速なスパース推定アルゴリズムを開発することを目指す。

    CiNii Research

  • Research on high-resolution coronary MRA imaging method using automatic extraction technology of coronary artery stationary period and super-resolution technology

    Grant number:22K07646  2022 - 2024

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

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    Authorship:Coinvestigator(s)  Grant type:Scientific research funding

    CiNii Research

  • 記述長最小原理の深化と応用

    Grant number:18H03291  2018 - 2020

    日本学術振興会  科学研究費助成事業  基盤研究(B)

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    Authorship:Principal investigator  Grant type:Scientific research funding

  • 圧縮センシングのダンピング付き反復再構成法の解析と応用

    Grant number:16K12496  2016 - 2018

    科学研究費助成事業  挑戦的萌芽研究

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    Authorship:Coinvestigator(s)  Grant type:Scientific research funding

  • 記述長最小原理の数理と学習理論

    Grant number:24500018  2012 - 2014

    日本学術振興会  科学研究費助成事業  基盤研究(C)

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    Authorship:Principal investigator  Grant type:Scientific research funding

  • マス・フォア・インダストリ

    2008 - 2012

    研究拠点形成費補助金(グローバルCOE) (文部科学省)

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    Authorship:Coinvestigator(s)  Grant type:Contract research

  • 情報量概念を基盤とした学習理論の展開

    Grant number:19300051  2007 - 2010

    日本学術振興会  科学研究費助成事業  基盤研究(B)

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    Authorship:Principal investigator  Grant type:Scientific research funding

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Class subject

  • 信号とシステムⅡ

    2024.12 - 2025.2   Winter quarter

  • 信号とシステムⅠ

    2024.10 - 2024.12   Fall quarter

  • 情報論的学習理論Ⅱ

    2024.6 - 2024.8   Summer quarter

  • 情報理論Ⅱ

    2024.6 - 2024.8   Summer quarter

  • 【通年】情報理工学研究Ⅰ

    2024.4 - 2025.3   Full year

  • 【通年】情報理工学講究

    2024.4 - 2025.3   Full year

  • 【通年】情報理工学演習

    2024.4 - 2025.3   Full year

  • 情報理工学読解

    2024.4 - 2024.9   First semester

  • 数学共創概論Ⅰ

    2024.4 - 2024.9   First semester

  • 情報理工学論議Ⅰ

    2024.4 - 2024.9   First semester

  • 情報理工学論述Ⅰ

    2024.4 - 2024.9   First semester

  • 情報論的学習理論Ⅰ

    2024.4 - 2024.6   Spring quarter

  • 情報理論Ⅰ

    2024.4 - 2024.6   Spring quarter

  • 信号とシステムⅡ

    2023.12 - 2024.2   Winter quarter

  • 信号とシステムⅠ

    2023.10 - 2023.12   Fall quarter

  • 情報論的学習理論Ⅱ

    2023.6 - 2023.8   Summer quarter

  • 情報理論Ⅱ

    2023.6 - 2023.8   Summer quarter

  • 【通年】情報理工学研究Ⅰ

    2023.4 - 2024.3   Full year

  • 【通年】情報理工学講究

    2023.4 - 2024.3   Full year

  • 【通年】情報理工学演習

    2023.4 - 2024.3   Full year

  • 数学共創概論Ⅰ

    2023.4 - 2023.9   First semester

  • 情報理工学論議Ⅰ

    2023.4 - 2023.9   First semester

  • 情報理工学論述Ⅰ

    2023.4 - 2023.9   First semester

  • 情報理工学読解

    2023.4 - 2023.9   First semester

  • 情報論的学習理論Ⅰ

    2023.4 - 2023.6   Spring quarter

  • 情報理論Ⅰ

    2023.4 - 2023.6   Spring quarter

  • 信号とシステム

    2022.10 - 2023.3   Second semester

  • 情報論的学習理論Ⅱ

    2022.6 - 2022.8   Summer quarter

  • 情報理工学演習

    2022.4 - 2023.3   Full year

  • 情報理工学講究

    2022.4 - 2023.3   Full year

  • 情報理論

    2022.4 - 2022.9   First semester

  • 数学共創概論Ⅰ

    2022.4 - 2022.9   First semester

  • 情報論的学習理論Ⅰ

    2022.4 - 2022.6   Spring quarter

  • 信号とシステム

    2021.10 - 2022.3   Second semester

  • 情報論的学習理論Ⅱ

    2021.6 - 2021.8   Summer quarter

  • 情報理工学演習

    2021.4 - 2022.3   Full year

  • 数学共創概論Ⅰ

    2021.4 - 2021.9   First semester

  • 情報理論

    2021.4 - 2021.9   First semester

  • 情報論的学習理論Ⅰ

    2021.4 - 2021.6   Spring quarter

  • 信号とシステム

    2020.10 - 2021.3   Second semester

  • 情報理論(C)

    2020.4 - 2020.9   First semester

  • 情報理論

    2020.4 - 2020.9   First semester

  • 情報理論

    2020.4 - 2020.9   First semester

  • 信号とシステム

    2019.10 - 2020.3   Second semester

  • 情報理論

    2019.4 - 2019.9   First semester

  • 情報理論(C)

    2019.4 - 2019.9   First semester

  • 情報理論

    2019.4 - 2019.9   First semester

  • 信号とシステム

    2018.10 - 2019.3   Second semester

  • 情報理論

    2018.4 - 2018.9   First semester

  • 情報理論

    2018.4 - 2018.9   First semester

  • 信号とシステム

    2017.10 - 2018.3   Second semester

  • 情報理論

    2017.4 - 2017.9   First semester

  • 情報理論

    2017.4 - 2017.9   First semester

  • 信号とシステム

    2016.10 - 2017.3   Second semester

  • 情報科学

    2016.10 - 2017.3   Second semester

  • 情報理論

    2016.4 - 2016.9   First semester

  • 情報理論

    2016.4 - 2016.9   First semester

  • 信号とシステム

    2015.10 - 2016.3   Second semester

  • 情報科学

    2015.10 - 2016.3   Second semester

  • 情報理論

    2015.4 - 2015.9   First semester

  • 情報理論

    2015.4 - 2015.9   First semester

  • 信号とシステム

    2014.10 - 2015.3   Second semester

  • 情報理論

    2014.4 - 2014.9   First semester

  • 情報理論

    2014.4 - 2014.9   First semester

  • 信号とシステム

    2013.10 - 2014.3   Second semester

  • 情報理論

    2013.4 - 2013.9   First semester

  • 情報理論

    2013.4 - 2013.9   First semester

  • 信号とシステム

    2012.10 - 2013.3   Second semester

  • 情報理論

    2012.4 - 2012.9   First semester

  • 情報理論

    2012.4 - 2012.9   First semester

  • 情報処理演習I

    2011.10 - 2012.3   Second semester

  • 信号とシステム

    2011.10 - 2012.3   Second semester

  • 情報理論

    2011.4 - 2011.9   First semester

  • 情報理論

    2011.4 - 2011.9   First semester

  • 情報基礎論特論

    2010.10 - 2011.3   Second semester

  • 信号とシステム

    2010.10 - 2011.3   Second semester

  • 情報理論

    2010.4 - 2010.9   First semester

  • 情報理論

    2010.4 - 2010.9   First semester

  • 信号とシステム

    2009.10 - 2010.3   Second semester

  • 情報理論

    2009.4 - 2009.9   First semester

  • 情報理論

    2009.4 - 2009.9   First semester

  • 信号とシステム

    2008.10 - 2009.3   Second semester

  • 情報理論

    2008.4 - 2008.9   First semester

  • 情報学習理論特論

    2008.4 - 2008.9   First semester

  • 情報処理演習I

    2007.10 - 2008.3   Second semester

  • 信号とシステム

    2006.10 - 2007.3   Second semester

  • 情報学習理論特論

    2006.4 - 2006.9   First semester

  • 情報理論

    2006.4 - 2006.9   First semester

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FD Participation

  • 2023.4   Role:Participation   Title:【シス情FD】若手教員による研究紹介⑧

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

  • 2023.1   Role:Participation   Title:【シス情FD】若手教員による研究紹介⑦

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

  • 2022.10   Role:Participation   Title:【シス情FD】若手教員による研究紹介⑥

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

  • 2022.6   Role:Participation   Title:【シス情FD】電子ジャーナル等の今後について

    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]

  • 2022.1   Role:Participation   Title:【シス情FD】シス情関連の科学技術に対する国の政策動向(に関する私見)

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

  • 2021.10   Role:Participation   Title:【シス情FD】熊本高専と九大システム情報との交流・連携に向けて ー 3年半で感じた高専の実像 ー

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

  • 2021.9   Role:Participation   Title:JST 次世代研究者挑戦的研究プログラム 説明会

    Organizer:University-wide

  • 2021.9   Role:Participation   Title:博士後期課程の充足率向上に向けて

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

  • 2021.6   Role:Participation   Title:若手教員による研究紹介 及び 科研取得のポイントについて ①

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

  • 2020.11   Role:Participation   Title:マス・フォア・イノベーション卓越大学院について

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

  • 2020.9   Role:Participation   Title:電気情報工学科総合型選抜(AO入試)について

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

  • 2019.6   Role:Speech   Title:8大学情報系研究科長会議の報告

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

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Visiting, concurrent, or part-time lecturers at other universities, institutions, etc.

  • 2024  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2023  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2022  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2021  広島市立大学  Classification:Part-time lecturer  Domestic/International Classification:Japan 

  • 2021  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2020  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2020  広島市立大学  Classification:Part-time lecturer  Domestic/International Classification:Japan 

  • 2019  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2018  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2017  国立研究開発法人 情報通信研究機構  Domestic/International Classification:Japan 

  • 2015  公益財団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2014  社団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2013  社団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2012  社団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2011  社団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2011  名古屋大学 情報科学研究科  Classification:Intensive course  Domestic/International Classification:Japan 

    Semester, Day Time or Duration:2011年9月26日、9月27日

  • 2010  社団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2009  社団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2008  社団法人九州先端科学技術研究所  Domestic/International Classification:Japan 

  • 2007  社団法人九州システム情報技術研究所  Domestic/International Classification:Japan 

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Other educational activity and Special note

  • 2020  Class Teacher 

Outline of Social Contribution and International Cooperation activities

  • 2006.08,大学院システム情報科学府先端サマーセミナー2006「情報論的学習理論とデータマイニング」

Social Activities

  • 情報学と数学と物理学と

    香住丘高校  2009.7

     More details

    Audience: Infants, Schoolchildren, Junior students, High school students

    Type:Seminar, workshop

Activities contributing to policy formation, academic promotion, etc.

  • 2021.7 - Present   日本スエーデン大学間連携ネットワークMIRAI2.0

    日瑞大学間において,サステナビリティ、高齢化、マテリアルサイエンス、人工知能(AI)、およびイノベーションとアントレプレナーシップをテーマとした研究交流を推進するプロジェクト.日本の大学8校とスウェーデンの大学11校で構成されている.九州大学における人工知能分野担当委員として参加.2022年度はAI分野の幹事として活動.

Travel Abroad

  • 1996.9 - 1997.9

    Staying countory name 1:United States   Staying institution name 1:Yale University