Towards Explainable Machine Learning NIDS Reflecting Cyber-Attack Characteristics.

Jun'ichi Takeuchi http://hyoka.ofc.kyushu-u.ac.jp/search/details/K002973/english.html https://orcid.org/0000-0002-5819-3082 Kyushu University, Fukuoka, Graduate School of Information Science and Electrical Engineering Shota Kawanaka Kohei Miyamoto Chansu Han Tao Ban Takeshi Takahashi 0001 Jun'ichi Takeuchi Towards Explainable Machine Learning NIDS Reflecting Cyber-Attack Characteristics. 34-44 2025 ARTMAN@CCS https://doi.org/10.1145/3733821.3763023 conf/artman/2025 db/conf/artman/artman2025.html#KawanakaMHBTT25 Kensei Ma Chansu Han Akira Tanaka Takeshi Takahashi 0001 Jun'ichi Takeuchi Towards Architecture-Independent Function Call Analysis for IoT Malware. 367-387 2025 ISC https://doi.org/10.1007/978-3-032-08124-7_21 conf/isw/2025 db/conf/isw/isc2025.html#MaHTTT25 streams/conf/isw

Yoshinari Takeishi Jun'ichi Takeuchi Sparse Superposition Codes with Binomial Dictionary are Capacity-Achieving with Maximum Likelihood Decoding. 2025 April abs/2504.14262 CoRR https://doi.org/10.48550/arXiv.2504.14262 db/journals/corr/corr2504.html#abs-2504-14262 streams/journals/corr

Ka Long Keith Ho Yoshinari Takeishi Jun'ichi Takeuchi Function Forms of Simple ReLU Networks with Random Hidden Weights. 2025 May abs/2505.17907 CoRR https://doi.org/10.48550/arXiv.2505.17907 db/journals/corr/corr2505.html#abs-2505-17907 streams/journals/corr

Jun'ichi Takeuchi Yoshinari Takeishi Noboru Murata Kazushi Mimura Ka Long Keith Ho Hiroshi Nagaoka Neural Tangent Kernels and Fisher Information Matrices for Simple ReLU Networks with Random Hidden Weights. 2025 July abs/2507.18555 CoRR https://doi.org/10.48550/arXiv.2507.18555 db/journals/corr/corr2507.html#abs-2507-18555 streams/journals/corr

Kohei Miyamoto Chansu Han Tao Ban Takeshi Takahashi 0001 Jun'ichi Takeuchi Intrusion Detection Simplified: A Feature-free Approach to Traffic Classification Using Transformers. 20-29 2024 ACSAC Workshops https://doi.org/10.1109/ACSACW65225.2024.00011 conf/acsac/2024w db/conf/acsac/acsac2024w.html#MiyamotoHB0T24 Yoshinari Takeishi Jun'ichi Takeuchi Risk Bound on MDL Estimator for Simple ReLU Networks. 256-261 2024 ISIT https://doi.org/10.1109/ISIT57864.2024.10619170 conf/isit/2024 db/conf/isit/isit2024.html#TakeishiT24

Jun'ichi Takeuchi Andrew R. Barron Asymptotically Minimax Regret by Bayes Mixtures. 2024 abs/2406.17929 CoRR https://doi.org/10.48550/arXiv.2406.17929 db/journals/corr/corr2406.html#abs-2406-17929 streams/journals/corr

Yoshinari Takeishi Jun'ichi Takeuchi Risk Bounds on MDL Estimators for Linear Regression Models with Application to Simple ReLU Neural Networks. 2024 abs/2407.03854 CoRR https://doi.org/10.48550/arXiv.2407.03854 db/journals/corr/corr2407.html#abs-2407-03854 streams/journals/corr

Tianxiang He Chansu Han Ryoichi Isawa Takeshi Takahashi 0001 Shuji Kijima Jun'ichi Takeuchi Scalable and Fast Algorithm for Constructing Phylogenetic Trees With Application to IoT Malware Clustering. 8240-8253 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3238711 db/journals/access/access11.html#HeHITKT23

Kohei Miyamoto Masazumi Iida Chansu Han Tao Ban Takeshi Takahashi 0001 Jun'ichi Takeuchi Consolidating Packet-Level Features for Effective Network Intrusion Detection: A Novel Session-Level Approach. 132792-132810 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3335600 db/journals/access/access11.html#MiyamotoIHBTT23

Koji Nakao Katsunari Yoshioka Takayuki Sasaki Rui Tanabe Xuping Huang Takeshi Takahashi 0001 Akira Fujita Jun'ichi Takeuchi Noboru Murata Junji Shikata Kazuki Iwamoto Kazuki Takada Yuki Ishida Masaru Takeuchi Naoto Yanai Mitigate: Toward Comprehensive Research and Development for Analyzing and Combating IoT Malware. 1302-1315 2023 September 106 IEICE Trans. Inf. Syst. 9 https://doi.org/10.1587/transinf.2022ici0001 db/journals/ieicetd/ieicetd106.html#NakaoYSTHTFTMSITITY23

Tania Sultana Sho Kurosaki Yutaka Jitsumatsu Shigehide Kuhara Jun'ichi Takeuchi Brain Tumor Classification using Under-Sampled k-Space Data: A Deep Learning Approach. 1831-1841 2023 November 106 IEICE Trans. Inf. Syst. 11 https://doi.org/10.1587/transinf.2022edp7198 db/journals/ieicetd/ieicetd106.html#SultanaKJKT23

Yoshinari Takeishi Masazumi Iida Jun'ichi Takeuchi Approximate spectral decomposition of Fisher information matrix for simple ReLU networks. 691-706 2023 July 164 Neural Networks https://doi.org/10.1016/j.neunet.2023.05.017 db/journals/nn/nn164.html#TakeishiIT23

Shota Kawanaka Yoshikatsu Kashiwabara Kohei Miyamoto Masazumi Iida Chansu Han Tao Ban Takeshi Takahashi 0001 Jun'ichi Takeuchi Packet-Level Intrusion Detection Using LSTM Focusing on Personal Information and Payloads. 88-94 2023 AsiaJCIS https://doi.org/10.1109/AsiaJCIS60284.2023.00024 conf/asiajcis/2023 db/conf/asiajcis/asiajcis2023.html#KawanakaKMIHBTT23 Tianxiang He Chansu Han Akira Tanaka Takeshi Takahashi 0001 Jun'ichi Takeuchi Work in Progress: New Seed Set Selection Method of the Scalable Method for Constructing Phylogenetic Trees. 364-365 2023 CF https://doi.org/10.1145/3587135.3592820 conf/cf/2023 db/conf/cf/cf2023.html#HeHT0T23 Kei Oshio Satoshi Takada Tianxiang He Chansu Han Akira Tanaka Takeshi Takahashi 0001 Jun'ichi Takeuchi Towards Functional Analysis of IoT Malware Using Function Call Sequence Graphs and Clustering. 1552-1557 2023 COMPSAC https://doi.org/10.1109/COMPSAC57700.2023.00239 conf/compsac/2023 db/conf/compsac/compsac2023.html#OshioTHHTTT23 Chansu Han Akira Tanaka Jun'ichi Takeuchi Takeshi Takahashi 0001 Tomohiro Morikawa Tsung-Nan Lin Towards Long-Term Continuous Tracing of Internet-Wide Scanning Campaigns Based on Darknet Analysis. 617-625 2023 ICISSP https://doi.org/10.5220/0011769300003405 conf/icissp/2023 db/conf/icissp/icissp2023.html#HanTT0ML23

Kohei Miyamoto Andrew R. Barron Jun'ichi Takeuchi Improved MDL Estimators Using Fiber Bundle of Local Exponential Families for Non-exponential Families. 2023 abs/2311.03852 CoRR https://doi.org/10.48550/arXiv.2311.03852 db/journals/corr/corr2311.html#abs-2311-03852

Chansu Han Jun'ichi Takeuchi Takeshi Takahashi 0001 Daisuke Inoue Dark-TRACER: Early Detection Framework for Malware Activity Based on Anomalous Spatiotemporal Patterns. 13038-13058 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3145966 db/journals/access/access10.html#HanTTI22

Ryosuke Ishibashi Kohei Miyamoto Chansu Han Tao Ban Takeshi Takahashi 0001 Jun'ichi Takeuchi Generating Labeled Training Datasets Towards Unified Network Intrusion Detection Systems. 53972-53986 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3176098 db/journals/access/access10.html#IshibashiMHBTT22

Kei Oshio Satoshi Takada Chansu Han Akira Tanaka Jun'ichi Takeuchi Poster: Flexible Function Estimation of IoT Malware Using Graph Embedding Technique. 1-3 2022 ISCC https://doi.org/10.1109/ISCC55528.2022.9912475 conf/iscc/2022 db/conf/iscc/iscc2022.html#OshioTHTT22 Masazumi Iida Yoshinari Takeishi Jun'ichi Takeuchi On Fisher Information Matrix for Simple Neural Networks with Softplus Activation. 3001-3006 2022 ISIT https://doi.org/10.1109/ISIT50566.2022.9834516 conf/isit/2022 db/conf/isit/isit2022.html#IidaTT22 Kohei Miyamoto Hiroki Goto Ryosuke Ishibashi Chansu Han Tao Ban Takeshi Takahashi 0001 Jun'ichi Takeuchi Malicious Packet Classification Based on Neural Network Using Kitsune Features. 306-314 2022 ISPR https://doi.org/10.1007/978-3-031-08277-1_25 conf/ispr/2022 db/conf/ispr/ispr2022.html#MiyamotoGIHB0T22

Bo Sun Tao Ban Chansu Han Takeshi Takahashi 0001 Katsunari Yoshioka Jun'ichi Takeuchi Abdolhossein Sarrafzadeh Meikang Qiu Daisuke Inoue Leveraging Machine Learning Techniques to Identify Deceptive Decoy Documents Associated With Targeted Email Attacks. 87962-87971 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3082000 db/journals/access/access9.html#SunBHTYTSQI21

Ryosuke Ishibashi Hiroki Goto Chansu Han Tao Ban Takeshi Takahashi 0001 Jun'ichi Takeuchi Which Packet Did They Catch? Associating NIDS Alerts with Their Communication Sessions. 9-16 2021 AsiaJCIS https://doi.org/10.1109/AsiaJCIS53848.2021.00012 conf/asiajcis/2021 db/conf/asiajcis/asiajcis2021.html#IshibashiGHBTT21 Tianxiang He Chansu Han Takeshi Takahashi 0001 Shuji Kijima Jun'ichi Takeuchi Scalable and Fast Hierarchical Clustering of IoT Malware Using Active Data Selection. 1-6 2021 FMEC https://doi.org/10.1109/FMEC54266.2021.9732550 conf/fmec/2021 db/conf/fmec/fmec2021.html#HeHTKT21 Takeshi Takahashi 0001 Yuki Umemura Chansu Han Tao Ban Keisuke Furumoto Ohnori Nakamura Katsunari Yoshioka Jun'ichi Takeuchi Noboru Murata Yoshiaki Shiraishi Designing Comprehensive Cyber Threat Analysis Platform: Can We Orchestrate Analysis Engines? 376-379 2021 PerCom Workshops https://doi.org/10.1109/PerComWorkshops51409.2021.9431125 conf/percom/2021w db/conf/percom/percomw2021.html#TakahashiUHBFNY21 Reo Kawasoe Chansu Han Ryoichi Isawa Takeshi Takahashi 0001 Jun'ichi Takeuchi Investigating behavioral differences between IoT malware via function call sequence graphs. 1674-1682 2021 SAC https://doi.org/10.1145/3412841.3442041 conf/sac/2021 db/conf/sac/sac2021.html#KawasoeHI0T21 Chansu Han Jun'ichi Takeuchi Takeshi Takahashi 0001 Daisuke Inoue Automated Detection of Malware Activities Using Nonnegative Matrix Factorization. 548-556 2021 TrustCom https://doi.org/10.1109/TrustCom53373.2021.00085 conf/trustcom/2021 db/conf/trustcom/trustcom2021.html#HanTTI21

Yoshinari Takeishi Masazumi Iida Jun'ichi Takeuchi Approximate Spectral Decomposition of Fisher Information Matrix for Simple ReLU Networks. 2021 abs/2111.15256 CoRR https://arxiv.org/abs/2111.15256 db/journals/corr/corr2111.html#abs-2111-15256

Chansu Han Jumpei Shimamura Takeshi Takahashi 0001 Daisuke Inoue Jun'ichi Takeuchi Koji Nakao Real-Time Detection of Global Cyberthreat Based on Darknet by Estimating Anomalous Synchronization Using Graphical Lasso. 2113-2124 2020 103-D IEICE Trans. Inf. Syst. 10 https://doi.org/10.1587/transinf.2020EDP7076 http://search.ieice.org/bin/summary.php?id=e103-d_10_2113 db/journals/ieicetd/ieicetd103.html#HanSTITN20

Masanori Kawakita Jun'ichi Takeuchi Minimum Description Length Principle in Supervised Learning With Application to Lasso. 4245-4269 2020 66 IEEE Trans. Inf. Theory 7 https://doi.org/10.1109/TIT.2020.2998577 db/journals/tit/tit66.html#KawakitaT20

Kohei Miyamoto Jun'ichi Takeuchi On MDL Estimation for Simple Contaminated Gaussian Location Families. 587-591 2020 ISITA https://ieeexplore.ieee.org/document/9366112 conf/isita/2020 db/conf/isita/isita2020.html#MiyamotoT20 Tianxiang He Chansu Han Ryoichi Isawa Takeshi Takahashi 0001 Shuji Kijima Jun'ichi Takeuchi Koji Nakao A Fast Algorithm for Constructing Phylogenetic Trees with Application to IoT Malware Clustering. 766-778 2019 ICONIP (1) https://doi.org/10.1007/978-3-030-36708-4_63 conf/iconip/2019-1 db/conf/iconip/iconip2019-1.html#HeHI0KTN19 Kohei Miyamoto Andrew R. Barron Jun'ichi Takeuchi Improved MDL Estimators Using Local Exponential Family Bundles Applied to Mixture Families. 1442-1446 2019 ISIT https://doi.org/10.1109/ISIT.2019.8849350 conf/isit/2019 db/conf/isit/isit2019.html#MiyamotoBT19 Kazushi Mimura Jun'ichi Takeuchi Dynamics of Damped Approximate Message Passing Algorithms. 1-5 2019 ITW https://doi.org/10.1109/ITW44776.2019.8989237 conf/itw/2019 db/conf/itw/itw2019.html#MimuraT19 Chansu Han Jumpei Shimamura Takeshi Takahashi 0001 Daisuke Inoue Masanori Kawakita Jun'ichi Takeuchi Koji Nakao Real-Time Detection of Malware Activities by Analyzing Darknet Traffic Using Graphical Lasso. 144-151 2019 TrustCom/BigDataSE https://doi.org/10.1109/TrustCom/BigDataSE.2019.00028 conf/trustcom/2019 db/conf/trustcom/trustcom2019.html#HanS0IKTN19

Norikazu Takahashi Jiro Katayama Masato Seki Jun'ichi Takeuchi A unified global convergence analysis of multiplicative update rules for nonnegative matrix factorization. 221-250 2018 71 Comput. Optim. Appl. 1 https://doi.org/10.1007/s10589-018-9997-y db/journals/coap/coap71.html#TakahashiKST18

Munenori Eto Masanori Kawakita Jun'ichi Takeuchi Asymptotic Behavior of Typical Sets and the Smallest High Probability Set. 717-721 2018 ISITA https://doi.org/10.23919/ISITA.2018.8664327 conf/isita/2018 db/conf/isita/isita2018.html#EtoKT18

Yoshinari Takeishi Jun'ichi Takeuchi An Improved Analysis of Least Squares Superposition Codes with Bernoulli Dictionary. 2018 abs/1801.02930 CoRR http://arxiv.org/abs/1801.02930 db/journals/corr/corr1801.html#abs-1801-02930

Masanori Kawakita Jun'ichi Takeuchi A note on model selection for small sample regression. 1839-1862 2017 106 Mach. Learn. 11 https://doi.org/10.1007/s10994-017-5645-5 db/journals/ml/ml106.html#KawakitaT17

Jun'ichi Takeuchi Hiroshi Nagaoka Information geometry of the family of Markov kernels defined by a context tree. 429-433 2017 ITW https://doi.org/10.1109/ITW.2017.8278008 conf/itw/2017 db/conf/itw/itw2017.html#TakeuchiN17 Masanori Kawakita Jun'ichi Takeuchi Barron and Cover's Theory in Supervised Learning and its Application to Lasso. 1958-1966 2016 ICML http://proceedings.mlr.press/v48/kawakita16.html conf/icml/2016 db/conf/icml/icml2016.html#KawakitaT16 Chansu Han Kento Kono Shoma Tanaka Masanori Kawakita Jun'ichi Takeuchi Botnet Detection Using Graphical Lasso with Graph Density. 537-545 2016 ICONIP (1) https://doi.org/10.1007/978-3-319-46687-3_59 conf/iconip/2016-1 db/conf/iconip/iconip2016-1.html#HanKTKT16 Shoma Tanaka Yuki Kawamura Masanori Kawakita Noboru Murata Jun'ichi Takeuchi MDL Criterion for NMF with Application to Botnet Detection. 570-578 2016 ICONIP (1) https://doi.org/10.1007/978-3-319-46687-3_63 conf/iconip/2016-1 db/conf/iconip/iconip2016-1.html#TanakaKKMT16 Yoshinari Takeishi Jun'ichi Takeuchi An improved upper bound on block error probability of least squares superposition codes with unbiased Bernoulli dictionary. 1168-1172 2016 ISIT https://doi.org/10.1109/ISIT.2016.7541483 conf/isit/2016 db/conf/isit/isit2016.html#TakeishiT16

Masanori Kawakita Jun'ichi Takeuchi Minimum Description Length Principle in Supervised Learning with Application to Lasso. 2016 abs/1607.02914 CoRR http://arxiv.org/abs/1607.02914 db/journals/corr/corr1607.html#KawakitaT16

Masanori Kawakita Jun'ichi Takeuchi Safe semi-supervised learning based on weighted likelihood. 146-164 2014 53 Neural Networks https://doi.org/10.1016/j.neunet.2014.01.016 https://www.wikidata.org/entity/Q50678000 db/journals/nn/nn53.html#KawakitaT14

Yoshinari Takeishi Masanori Kawakita Jun'ichi Takeuchi Least Squares Superposition Codes With Bernoulli Dictionary are Still Reliable at Rates up to Capacity. 2737-2750 2014 60 IEEE Trans. Inf. Theory 5 https://doi.org/10.1109/TIT.2014.2312728 db/journals/tit/tit60.html#TakeishiKT14

Jun'ichi Takeuchi Andrew R. Barron Asymptotically minimax regret for models with hidden variables. 3037-3041 2014 ISIT https://doi.org/10.1109/ISIT.2014.6875392 conf/isit/2014 db/conf/isit/isit2014.html#TakeuchiB14 Jun'ichi Takeuchi Andrew R. Barron Stochastic Complexity for tree models. 222-226 2014 ITW https://doi.org/10.1109/ITW.2014.6970825 conf/itw/2014 db/conf/itw/itw2014.html#TakeuchiB14

Yaokai Feng Yoshiaki Hori Kouichi Sakurai Jun'ichi Takeuchi A Behavior-based Method for Detecting Distributed Scan Attacks in Darknets. 843-854 2013 8 Inf. Media Technol. 3 https://doi.org/10.11185/imt.8.843 db/journals/imt/imt8.html#FengHST13 streams/journals/imt

Yaokai Feng Yoshiaki Hori Kouichi Sakurai Jun'ichi Takeuchi A Behavior-based Method for Detecting Distributed Scan Attacks in Darknets. 527-538 2013 21 J. Inf. Process. 3 https://doi.org/10.2197/ipsjjip.21.527 db/journals/jip/jip21.html#FengHST13

Jun'ichi Takeuchi Tsutomu Kawabata Andrew R. Barron Properties of Jeffreys Mixture for Markov Sources. 438-457 2013 59 IEEE Trans. Inf. Theory 1 https://doi.org/10.1109/TIT.2012.2219171 db/journals/tit/tit59.html#TakeuchiKB13

Jiro Katayama Norikazu Takahashi Jun'ichi Takeuchi Boundedness of modified multiplicative updates for nonnegative matrix factorization. 252-255 2013 CAMSAP https://doi.org/10.1109/CAMSAP.2013.6714055 conf/camsap/2013 db/conf/camsap/camsap2013.html#KatayamaTT13 Yoshinari Takeishi Masanori Kawakita Jun'ichi Takeuchi Least squares superposition codes with Bernoulli dictionary are still reliable at rates up to capacity. 1396-1400 2013 ISIT https://doi.org/10.1109/ISIT.2013.6620456 conf/isit/2013 db/conf/isit/isit2013.html#TakeishiKT13 Jun'ichi Takeuchi Andrew R. Barron Asymptotically minimax regret by Bayes mixtures for non-exponential families. 1-5 2013 ITW https://doi.org/10.1109/ITW.2013.6691254 conf/itw/2013 db/conf/itw/itw2013.html#TakeuchiB13 Kotaro Yamaguchi Masanori Kawakita Norikazu Takahashi Jun'ichi Takeuchi Information Theoretic Limit of Single-Frame Super-Resolution. 82-85 2012 EST https://doi.org/10.1109/EST.2012.32 https://doi.ieeecomputersociety.org/10.1109/EST.2012.32 conf/est/2012 db/conf/est/est2012.html#YamaguchiKTT12 Sayaka Yamauchi Masanori Kawakita Jun'ichi Takeuchi Botnet Detection Based on Non-negative Matrix Factorization and the MDL Principle. 400-409 2012 ICONIP (5) https://doi.org/10.1007/978-3-642-34500-5_48 conf/iconip/2012-5 db/conf/iconip/iconip2012-5.html#YamauchiKT12 Mariko Tsurusaki Jun'ichi Takeuchi Constant Markov Portfolio and its application to universal portfolio with side information. 1623-1627 2012 ISIT https://doi.org/10.1109/ISIT.2012.6283550 conf/isit/2012 db/conf/isit/isit2012.html#TsurusakiT12 Yaokai Feng Yoshiaki Hori Kouichi Sakurai Jun'ichi Takeuchi A Behavior-Based Detection Method for Outbreaks of Low-Rate Attacks. 267-272 2012 SAINT https://doi.org/10.1109/SAINT.2012.50 https://doi.ieeecomputersociety.org/10.1109/SAINT.2012.50 conf/saint/2012 db/conf/saint/saint2012.html#FengHST12 Mariko Tsurusaki Jun'ichi Takeuchi Stochastic interpretation of universal portfolio and generalized target classes. 390-394 2011 ISIT https://doi.org/10.1109/ISIT.2011.6034153 conf/isit/2011 db/conf/isit/isit2011.html#TsurusakiT11 Masanori Kawakita Ryota Izumi Jun'ichi Takeuchi Yi Hu Tetsuya Takamori Hirokazu Kameyama Acceleration technique for boosting classification and its application to face detection. 335-349 ACML 2011 conf/acml/2011 http://proceedings.mlr.press/v20/kawakita11/kawakita11.pdf db/journals/jmlr/jmlrp20.html#KawakitaITHTK11 Masanori Kawakita Yoko Oie Jun'ichi Takeuchi A note on model selection for small sample regression. 112-117 2010 ISITA https://doi.org/10.1109/ISITA.2010.5649443 conf/isita/2010 db/conf/isita/isita2010.html#KawakitaOT10 Jun'ichi Takeuchi Fisher information determinant and stochastic complexity for Markov models. 1894-1898 2009 ISIT https://doi.org/10.1109/ISIT.2009.5205510 conf/isit/2009 db/conf/isit/isit2009.html#Takeuchi09 Daisuke Inoue Katsunari Yoshioka Masashi Eto Masaya Yamagata Eisuke Nishino Jun'ichi Takeuchi Kazuya Ohkouchi Koji Nakao An Incident Analysis System NICTER and Its Analysis Engines Based on Data Mining Techniques. 579-586 2008 ICONIP (1) https://doi.org/10.1007/978-3-642-02490-0_71 conf/iconip/2009-1 db/conf/iconip/iconip2009-1.html#InoueYEYNTON09 Jun'ichi Takeuchi Tsutomu Kawabata Exponential Curvature of Markov Models. 2891-2895 2007 ISIT https://doi.org/10.1109/ISIT.2007.4557657 conf/isit/2007 db/conf/isit/isit2007.html#TakeuchiK07

Jun'ichi Takeuchi Kenji Yamanishi A Unifying Framework for Detecting Outliers and Change Points from Time Series. 482-492 2006 18 IEEE Trans. Knowl. Data Eng. 4 https://doi.org/10.1109/TKDE.2006.1599387 db/journals/tkde/tkde18.html#TakeuchiY06

Jun'ichi Takeuchi Shun-ichi Amari α-parallel prior and its properties. 1011-1023 2005 51 IEEE Trans. Inf. Theory 3 https://doi.org/10.1109/TIT.2004.842703 https://www.wikidata.org/entity/Q126245462 db/journals/tit/tit51.html#TakeuchiA05

Kenji Yamanishi Jun'ichi Takeuchi Graham J. Williams Peter Milne On-Line Unsupervised Outlier Detection Using Finite Mixtures with Discounting Learning Algorithms. 275-300 2004 8 Data Min. Knowl. Discov. 3 https://doi.org/10.1023/B:DAMI.0000023676.72185.7c db/journals/datamine/datamine8.html#YamanishiTWM04

Takayuki Nakata Jun'ichi Takeuchi Mining traffic data from probe-car system for travel time prediction. 817-822 2004 conf/kdd/2004 KDD https://doi.org/10.1145/1014052.1016920 db/conf/kdd/kdd2004.html#NakataT04 Satoshi Morinaga Kenji Yamanishi Jun'ichi Takeuchi Distributed cooperative mining for information consortia. 619-624 2003 conf/kdd/2003 KDD https://doi.org/10.1145/956750.956829 db/conf/kdd/kdd2003.html#MorinagaYT03 Kenji Yamanishi Jun'ichi Takeuchi A unifying framework for detecting outliers and change points from non-stationary time series data. 676-681 2002 conf/kdd/2002 KDD https://doi.org/10.1145/775047.775148 db/conf/kdd/kdd2002.html#YamanishiT02 Kenji Yamanishi Jun'ichi Takeuchi Discovering outlier filtering rules from unlabeled data: combining a supervised learner with an unsupervised learner. 389-394 2001 conf/kdd/2001 KDD https://doi.org/10.1145/502512.502570 db/conf/kdd/kdd2001.html#YamanishiT01

Jun'ichi Takeuchi Naoki Abe Shun-ichi Amari The Lob-Pass Problem. 523-557 2000 61 J. Comput. Syst. Sci. 3 db/journals/jcss/jcss61.html#TakeuchiAA00 https://doi.org/10.1006/jcss.2000.1718

Kenji Yamanishi Jun'ichi Takeuchi Graham J. Williams Peter Milne On-line unsupervised outlier detection using finite mixtures with discounting learning algorithms. 320-324 2000 conf/kdd/2000 KDD https://doi.org/10.1145/347090.347160 db/conf/kdd/kdd2000.html#YamanishiTWM00

Atsuyoshi Nakamura Jun'ichi Takeuchi Naoki Abe Efficient Distribution-Free Population Learning of Simple Concepts. 53-82 1998 23 Ann. Math. Artif. Intell. 1-2 db/journals/amai/amai23.html#NakamuraTA98 https://doi.org/10.1023/A:1018908122958

Jun'ichi Takeuchi Improved Sample Complexity Bounds for Parameter Estimation. 526-531 1995 78-D IEICE Trans. Inf. Syst. 5 http://search.ieice.org/bin/summary.php?id=e78-d_5_526 db/journals/ieicet/ieicet78d.html#Takeuchi95

Atsuyoshi Nakamura Naoki Abe Jun'ichi Takeuchi Efficient Distribution-free Population Learning of Simple Concepts. 500-515 1994 conf/alt/1994 AII/ALT db/conf/alt/alt1994.html#NakamuraAT94 https://doi.org/10.1007/3-540-58520-6_86 Naoki Abe Jun'ichi Takeuchi The "lob-pass" Problem and an On-line Learning Model of Rational Choice. 422-428 1993 conf/colt/1993 COLT https://doi.org/10.1145/168304.168389 db/conf/colt/colt1993.html#AbeT93 Jun'ichi Takeuchi Some Improved Sample Complexity Bounds in the Probabilistic PAC Learning Model. 208-219 1992 conf/alt/1992 ALT db/conf/alt/alt1992.html#Takeuchi92 https://doi.org/10.1007/3-540-57369-0_40 Naoki Abe Manfred K. Warmuth Jun'ichi Takeuchi Polynomial Learnability of Probabilistic Concepts with Respect to the Kullback-Leibler Divergence. 277-289 1991 conf/colt/1991 COLT http://dl.acm.org/citation.cfm?id=114863 db/conf/colt/colt1991.html#AbeWT91 Naoki Abe Shun-ichi Amari Tao Ban Andrew R. Barron Masashi Eto Munenori Eto Yaokai Feng Akira Fujita Keisuke Furumoto Hiroki Goto Chansu Han Tianxiang He Ka Long Keith Ho Yoshiaki Hori Yi Hu Xuping Huang Masazumi Iida Daisuke Inoue Ryoichi Isawa Ryosuke Ishibashi Yuki Ishida Kazuki Iwamoto Ryota Izumi Yutaka Jitsumatsu Hirokazu Kameyama Yoshikatsu Kashiwabara Jiro Katayama Tsutomu Kawabata Masanori Kawakita Yuki Kawamura Shota Kawanaka Reo Kawasoe Shuji Kijima Kento Kono Shigehide Kuhara Sho Kurosaki Tsungnan LinTsung-Nan Lin Kensei Ma Peter Milne Kazushi Mimura Kohei Miyamoto Tomohiro Morikawa Satoshi Morinaga Noboru Murata Hiroshi Nagaoka Atsuyoshi Nakamura Ohnori Nakamura Koji Nakao Takayuki Nakata Eisuke Nishino Kazuya Ohkouchi Yoko Oie Kei Oshio Meikang Qiu Kouichi Sakurai Abdolhossein Sarrafzadeh Takayuki Sasaki Masato Seki Junji Shikata Jumpei Shimamura Yoshiaki Shiraishi Tania Sultana Bo Sun Kazuki Takada Satoshi Takada Norikazu Takahashi Takeshi Takahashi 0001 Tetsuya Takamori Yoshinari Takeishi Masaru Takeuchi Rui Tanabe Akira Tanaka Shoma Tanaka Mariko Tsurusaki Yuki Umemura Manfred K. Warmuth Graham J. Williams Masaya Yamagata Kotaro Yamaguchi Kenji Yamanishi Sayaka Yamauchi Naoto Yanai Katsunari Yoshioka