Mahito Sugiyama

J-GLOBAL         Last updated: Jan 17, 2020 at 16:50
 
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Name
Mahito Sugiyama
E-mail
mahitonii.ac.jp
Affiliation
National Institute of Informatics
Section
Principles of Informatics Research Division
Job title
Associate Professor
Degree
Doctor of Informatics(Kyoto University)
ORCID ID
0000-0001-5907-9831

Research Areas

 
 

Academic & Professional Experience

 
Oct 2018
 - 
Today
PRESTO Researcher (concurrent), JST
 
Apr 2017
 - 
Today
Associate Professor, National Institute of Informatics
 
Oct 2014
 - 
Mar 2018
PRESTO Researcher (concurrent), JST
 
Apr 2014
 - 
Mar 2017
Assistant Professor, ISIR, Osaka University
 
Sep 2016
 - 
Oct 2016
Guest Professor, ETH Zürich
 
Oct 2014
 - 
Nov 2014
Guest Professor, ETH Zürich
 
Aug 2013
 - 
Mar 2014
Humboldt Research Fellow (24 months, declined)
 
Jul 2012
 - 
Mar 2014
Research Scientist, Max Planck Institute
 
Apr 2012
 - 
Jun 2012
Postdoctoral Researcher, ISIR, Osaka University
 
Apr 2010
 - 
Mar 2012
Research Fellow of the Japan Society for the Promotion of Science (DC2)
 

Education

 
Apr 2006
 - 
Mar 2012
Graduate School of Informatics, Kyoto University
 
Apr 2002
 - 
Mar 2006
Undergraduate School of Informatics and Mathematical Science, Faculty of Engineering, Kyoto University
 

Awards & Honors

 
Sep 2019
Reviewer Award, Journal track of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD) 2019
Winner: Sugiyama, M.
 
2018
JSAI Incentive Award
Winner: Yoneda, Y., Sugiyama, M., Washio, T.
 
2017
JSAI Incentive Award
 
2015
Osaka University Presidential Award for Encouragement
 
2015
Halting in Random Walk Kernels, IEICE TC-IBISML Research Award Finalist
Winner: Mahito Sugiyama, Karsten Borgwardt
 

Published Papers

 
Legendre decomposition for tensors
Sugiyama, M., Nakahara, H., Tsuda, K.
Journal of Statistical Mechanics: Theory and Experiment   2019 1-14   Dec 2019   [Refereed][Invited]
Finding Statistically Significant Interactions between Continuous Features
Sugiyama, M., Borgwardt, K. M.
Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI 2019)      Aug 2019   [Refereed]
Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions
Luo, S., Sugiyama, M.
Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI-19)      Jan 2019   [Refereed]
Summarizing Significant Subgraphs by Probabilistic Logic Programming
Bellodi, E., Satoh, K., Sugiyama, M.
Intelligent Data Analysis      2019   [Refereed]
Legendre Decomposition for Tensors
Sugiyama, M., Nakahara, H., Tsuda, K.
Advances in Neural Information Processing Systems (NeurIPS2018; spotlight, acceptance rate = 3.5%)   31 8825-8835   Dec 2018   [Refereed]
Learning Graph Representation via Formal Concept Analysis
Yoneda, Y., Sugiyama, M., Washio, T.
Proceedings of NeurIPS 2018 Workshop on Relational Representation Learning   1-5   Dec 2018   [Refereed]
graphkernels: R and Python Packages for Graph Comparison
Sugiyama, M., Ghisu, E., Llinares-López, F., Borgwardt, K. M.
Bioinformatics   34(3) 530-532   Feb 2018   [Refereed]
Tensor Balancing on Statistical Manifold
Sugiyama, M., Nakahara, H., Tsuda, K.
Proceedings of the 34th International Conference on Machine Learning (ICML 2017)   3270-3279   Aug 2017   [Refereed]
Finding Combinations of Binary Variables with Guaranteed Accuracy
Baba, Y., Sugiyama, M., Washio, T.:
Proceedings of Adaptive and Scalable Nonparametric Methods in Machine Learning      Dec 2016   [Refereed]
Mahito Sugiyama,Hiroyuki Nakahara,Koji Tsuda
Proceedings of 2016 IEEE International Symposium on Information Theory (ISIT2016)   575-579   Jul 2016   [Refereed]
Mahito Sugiyama,Karsten M. Borgwardt
Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, December 7-12, 2015, Montreal, Quebec, Canada   1639-1647   Dec 2015   [Refereed]
Mahito Sugiyama, Felipe Llinares-López, Niklas Kasenburg, Karsten M. Borgwardt
Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30 - May 2, 2015   37-45   Apr 2015   [Refereed]
Felipe Llinares-López,Mahito Sugiyama,Laetitia Papaxanthos,Karsten M. Borgwardt
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August 10-13, 2015   725-734   2015   [Refereed]
Felipe Llinares-López,Dominik Grimm,Dean A. Bodenham,Udo Gieraths,Mahito Sugiyama,Beth Rowan,Karsten M. Borgwardt
Bioinformatics   31(12) 240-249   2015   [Refereed]
Mahito Sugiyama,Chloé-Agathe Azencott,Dominik Grimm,Yoshinobu Kawahara,Karsten M. Borgwardt
Proceedings of the 2014 SIAM International Conference on Data Mining, Philadelphia, Pennsylvania, USA, April 24-26, 2014   199-207   2014   [Refereed]
Mahito Sugiyama,Keisuke Otaki
New Frontiers in Artificial Intelligence - JSAI-isAI 2014 Workshops, LENLS, JURISIN, and GABA, Kanagawa, Japan, October 27-28, 2014, Revised Selected Papers   340-355   2014   [Refereed]
Mahito Sugiyama,Karsten M. Borgwardt
Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States.   467-475   2013   [Refereed]
Mahito Sugiyama
New Frontiers in Artificial Intelligence - JSAI-isAI 2013 Workshops, LENLS, JURISIN, MiMI, AAA, and DDS, Kanagawa, Japan, October 27-28, 2013, Revised Selected Papers   352-368   2013   [Refereed]
Mahito Sugiyama,Karsten M. Borgwardt
IJCAI 2013, Proceedings of the 23rd International Joint Conference on Artificial Intelligence, Beijing, China, August 3-9, 2013   1692-1698   2013   [Refereed]
Mahito Sugiyama,Eiju Hirowatari,Hideki Tsuiki,Akihiro Yamamoto
Machine Learning   90(1) 91-126   2013   [Refereed]
Mahito Sugiyama,Akihiro Yamamoto
Intell. Data Anal.   17(3) 399-421   2013   [Refereed]
Chloé-Agathe Azencott,Dominik Grimm,Mahito Sugiyama,Yoshinobu Kawahara,Karsten M. Borgwardt
Bioinformatics   29(13) 171-179   2013   [Refereed]
Keisuke Otaki,Mahito Sugiyama,Akihiro Yamamoto
IEICE Transactions   95-D(12) 3017-3025   2012   [Refereed]
Mahito Sugiyama,Akihiro Yamamoto
Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2011, Athens, Greece, September 5-9, 2011, Proceedings, Part III   365-380   2011   [Refereed]
Mahito Sugiyama,Akihiro Yamamoto
11th IEEE International Conference on Data Mining, ICDM 2011, Vancouver, BC, Canada, December 11-14, 2011   1212-1217   2011   [Refereed]
Mahito Sugiyama,Akihiro Yamamoto
Conceptual Structures for Discovering Knowledge - 19th International Conference on Conceptual Structures, ICCS 2011, Derby, UK, July 25-29, 2011. Proceedings   284-297   2011   [Refereed]
Mahito Sugiyama,Eiju Hirowatari,Hideki Tsuiki,Akihiro Yamamoto
Algorithmic Learning Theory, 21st International Conference, ALT 2010, Canberra, Australia, October 6-8, 2010. Proceedings   315-329   2010   [Refereed]

Books etc

 
Statistical Analysis for Successful Research in Life Science (in Japanese)
Shigeo Kobayashi, Mahito Sugiyama
Apr 2009   

Research Grants & Projects

 
Search and decomposition of higher-order interactions between variables
JST: Strategic Basic Research Programs, PRESTO "Fundamental Information Technologies toward Innovative Social System Design"
Project Year: Oct 2018 - Mar 2022    Investigator(s): Mahito Sugiyama
Developing Knowledge Integration Infrastructure with Feature Selection and Engineering on High-Dimensional Space
Grants-in-Aid for Scientific Research (KAKENHI; by JSPS): Scientific Research (B)
Project Year: Apr 2016 - Mar 2020    Investigator(s): Koichi Hirata
Value Creation by Reliable Machine Learning-based Systems
JST: 
Project Year: Nov 2018 - Mar 2019    Investigator(s): Nobukazu Yoshioka
JST: Strategic Basic Research Programs, PRESTO Network (Co-Investigator)
Project Year: Dec 2017 - Mar 2019    Investigator(s): Takayuki Mizuno
Finding Signi cant Subgraphs from Big Graph data
Grants-in-Aid for Scientific Research (KAKENHI; by JSPS): Grant-in-Aid for Young Scientists (B)
Project Year: Apr 2016 - Mar 2019    Investigator(s): Mahito Sugiyama
Japan Agency for Medical Research and Development (AMED): ICT infrastructure establishment and implementation of artificial intelligence for clinical and medical research (Co-Investigator)
Project Year: Apr 2017 - Mar 2018    Investigator(s): Naohiro Mitsutake
Scalable Technologies for Finding Signi cant Patterns
Strategic Basic Research Programs (by JST): PRESTO "Advanced Core Technologies for Big Data Integration"
Project Year: Oct 2014 - Mar 2018    Investigator(s): Mahito Sugiyama
National Institute of Informatics: Collaborative Research
Project Year: Apr 2016 - Mar 2017    Investigator(s): Mahito Sugiyama
Discovering Signi cant Substructures from Graph Data
Grants-in-Aid for Scientific Research (KAKENHI; by JSPS): Research Activity Start-up
Project Year: Oct 2014 - Mar 2016    Investigator(s): Mahito Sugiyama
Algorithmically Sound Knowledge Discovery
Grants-in-Aid for Scientific Research (KAKENHI; by JSPS): Grant-in-Aid for JSPS Fellows
Project Year: Apr 2010 - Mar 2012    Investigator(s): Mahito Sugiyama

Committee Memberships

 
2019
 - 
Today
IEEE Computer Society Japan Chapter  board member (treasurer)
 
2020
   
 
The 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence (IJCAI-PRICAI2020)  Senior Program Committee
 
2020
   
 
The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2020)  Program Committee
 
2020
   
 
The 34th AAAI Conference on Artificial Intelligence (AAAI-19)  Program Committee
 
2019
   
 
The 29th European Conference on Machine Learning and 22nd Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2019)  Program Committee
 
2019
   
 
The 29th European Conference on Machine Learning and 22nd Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2019),  Guest editorial board
 
2019
   
 
The 28th International Joint Conference on Artificial Intelligence (IJCAI-19)  Program Committee
 
2019
   
 
25th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD2019)  Program Committee
 
2019
   
 
The 7th International Conference on Learning Representations (ICLR 2019)  Program Committee
 
2019
   
 
The 23rd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2019)  Program Committee
 
2019
   
 
The 22nd International Conference on Artificial Intelligence and Statistics (AISTATS 2019)  Program Committee
 
2019
   
 
The 33rd AAAI Conference on Artificial Intelligence (AAAI-19)  Program Committee
 
2019
   
 
SIAM International Conference on Data Mining (SDM19)  Program Committee
 
2018
   
 
The 28th European Conference on Machine Learning and 21st Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2018)  Program Committee
 
2018
   
 
The 24th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2018)  Program Committee
 
2018
   
 
The 27th International Joint Conference on Artificial Intelligence and the 23rd European Conference on Artificial Intelligence (IJCAI-ECAI 2018)  Program Committee
 
2018
   
 
The 35th International Conference on Machine Learning (ICML 2018)  Program Committee
 
2018
   
 
The 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2018)  Program Committee
 
2018
   
 
The 6th International Conference on Learning Representations (ICLR 2018)  Program Committee
 
2018
   
 
The 32nd AAAI Conference on Artificial Intelligence (AAAI-18)  Program Committee
 
2017
   
 
The 26th ACM International Conference on Information and Knowledge Management (CIKM 2017)  Program Committee
 
2017
   
 
IEEE DSAA2017 Special Session on Advanced Informatic Measurement using Statistics, Machine Learning and Pattern Recognition  Program Committee
 
2017
   
 
The 4th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2017)  Program Committee
 
2017
   
 
The 20th International Conference on Discovery Science (DS 2017)  Program Committee
 
2017
   
 
The 27th European Conference on Machine Learning and 20th Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2017)  Program Committee
 
2017
   
 
The 26th International Joint Conference on Artificial Intelligence (IJCAI 2017)  Program Committee
 
2017
   
 
The 23rd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2017)  Program Committee
 
2017
   
 
The 34th International Conference on Machine Learning (ICML 2017)  Program Committee
 
2017
   
 
The 21st Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2017)  Program Committee
 
2017
   
 
The 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017)  Program Committee
 
2017
   
 
The 31st AAAI Conference on Artificial Intelligence (AAAI-17)  Program Committee
 
2016
   
 
The 20th Pacific Asia Knowledge Discovery and Data Mining Conference (PAKDD 2016)  Program Committee
 
2016
   
 
The 30th Annual Conference of the Japan Society of Artificial Intelligence  Program Committee
 
2016
   
 
The 22th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2016)  Program Committee
 
2016
   
 
The 26th European Conference on Machine Learning and 19th Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2016)  Program Committee
 
2016
   
 
The 8th Asian Conference on Machine Learning (ACML 2016)  Program Committee
 
2015
   
 
The 29th Annual Conference of the Japan Society of Artificial Intelligence  Program Committee
 
2015
   
 
The 2nd Workshop on Features and Structures (FEAST 2015)  Program Committee
 
2015
   
 
The 24th International Joint Conference on Artificial Intelligence (IJCAI 2015)  Program Committee
 
2015
   
 
The 25th European Conference on Machine Learning and 18th Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2015)  Program Committee
 
2015
   
 
The 7th Asian Conference on Machine Learning (ACML 2015)  Program Committee
 
2014
   
 
The 24th European Conference on Machine Learning and 17th Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2014)  Program Committee
 
2014
   
 
The 6th Asian Conference on Machine Learning (ACML 2014)  Program Committee
 
2013
   
 
The 30th International Conference on Machine Learning (ICML 2013)  Program Committee
 
2013
   
 
The 23th European Conference on Machine Learning and 16th Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2013)  Program Committee
 
2013
   
 
The 5th Asian Conference on Machine Learning (ACML 2013)  Program Committee
 

Misc

 
Mahito Sugiyama
Communications of the Operations Research Society of Japan   62(4) 226-232   Mar 2017   [Invited]
Finding Statistically Significant Patterns from Data
Sugiyama, M.
CIESM Workshop Monograph   49 53-58   2017   [Invited]
Searching for Bacterial Pathogens in the Digital Ocean—Executive Summary
Giuliano, L., Dorman, C., Bowler, C., Sugiyama, M., Vezzulli, L., Czerucka, D., Le Roux, F., D'Auria, G., Troussellier, M., Briand, F.
CIESM Workshop Monograph   49 5-25   2017   [Invited]

Conference Activities & Talks

 
Machine Learning with Information Geometry [Invited]
Mahito Sugiyama
UK-Japan Robotics and AI research collaboration workshop   Sep 2019   
Machine Learning and Information Geometry [Invited]
Mahito Sugiyama
Japanese-German Frontiers of Science Symposium (JGFoS)   Sep 2018   
Tensor Balancing on Statistical Manifold
Mahito Sugiyama
Forum on Information Technology   Sep 2018   
Information Geometric Analysis on Partial Order Structures [Invited]
Mahito Sugiyama
Kyoto University Informatics Seminar   19 Oct 2017   
Learning Interpretable Classification Rules Using Discretization
Yoneda, Y., Sugiyama, M., Washio, T.
The 31st Annual Conference of the Japanese Society for Artificial Intelligence   Jun 2017   
Significant Pattern Mining on Graphs
Mahito Sugiyama
10th International Conference on Multiple Comparison Procedures   Jun 2017   
Frequent pattern mining using sampling with guaranteed accuracy
Baba, Y., Sugiyama, M., Washio, T.
The 30th Annual Conference of the Japanese Society for Artificial Intelligence   Jun 2016   
Statistical Analysis on Massive Combinatorial Spaces [Invited]
Mahito Sugiyama
Japan-America Frontiers of Engineering Symposium   Jun 2016   
Statistical Analysis on Order Structures [Invited]
Mahito Sugiyama
3rd mini-symposium on Computations, Brains and Machines   Mar 2016   

Teaching Experience

 
 
  • Data Mining (The Graduate University for Advanced Studies (SOKENDAI, National Institute of Informatics))

Works

 
Mahito Sugiyama   Software   Sep 2017