Research field (3):
Information theory
, Intelligent informatics
, Mathematical informatics
Research keywords (7):
machine learning
, algorithms
, data mining
, extreme value theory
, combinatorial geometry
, visualization
, similarity search
Research theme for competitive and other funds (4):
2018 - 2021 Data Mining for Graphs and Networks via Local Intrinsic Dimensional Modeling
2015 - 2018 Practical and Effective Data Mining via Local Intrinsic Dimensional Modeling
2013 - 2017 Development and Application of Statistical Estimation and Simulation Principles in Extremely High-Dimensional Data Spaces
2012 - 2015 Automated Annotation of Faces in Image Databases by Propagation of Labels
Papers (111):
Qizhou Wang, Sarah M. Erfani, Christopher Leckie, Michael E. Houle. A Dimensionality-driven Approach for Unsupervised Out-of-distribution Detection. 21st SIAM International Conference on Data Mining (SDM). 2021
Laurent Amsaleg, Michael E. Houle, Erich Schubert. Similarity Search and Applications - 9th International Conference, SISAP 2016, Tokyo, Japan, October 24-26, 2016. Springer Lecture Notes in Computer Science. 2016. 9939
Guilherme O. Campos, Arthur Zimek, Jörg Sander, Ricardo J, G. B. Campello, Barbora Micenková, Erich Schubert, Ira Assent, Michael E. Houle. On the Evaluation of Outlier Detection: Measures, Datasets, and an Empirical Study Continued. LWDA 2016 Workshop. 2016. 1-1
Generating a data structure for information retrieval
Selection of elements strongly related to a predetermined reference element
Computer system, method, and program product for generating a data structure for information retrieval, and an associated graphical user interface
Information processing using a hierarchy structure of randomized samples
Computer executable dimension reduction and retrieval engine
Books (2):
Computing Handbook, 3rd ed.
Chapman and Hall 2014
Data Mining: A Heuristic Approach Vol. I
Idea Group Publishing 2002
Professional career (1):
B.Sc., Ph.D. (McGill University)
Work history (10):
2009/04 - 現在 Sokendai (Graduate University of Advanced Studies) Visiting Professor
2004/02 - 現在 National Institute of Informatics Visiting Professor
2005 - 2007 National Institute of Informatics
2007 - National Institute of Informatics
2001/04 - 2003/12 IBM Tokyo Research Laboratory Visiting Scientist
1999/09 - 2001/03 University of Sydney Basser Dept. of Computer Science Senior Lecturer
1998/01 - 1999/08 University of Newcastle (Australia) Dept. of Computer Science & Software Engineering Senior Lecturer
1992/06 - 1997/12 University of Newcastle (Australia) Dept. of Computer Science & Software Engineering Lecturer
1990/09 - 1992/04 University of Tokyo Dept. of Information Science Research Associate
1989/09 - 1990/08 Kyushu University Dept. of Communication Engineering Research Associate
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Awards (3):
2018/06 - Best Paper Award, 8th International Conference on Web Intelligence, Mining and Semantics (WIMS 2018) NN-Descent on High-Dimensional Data
2014/10 - 7th International Conference on Similarity Search and Applications (SISAP 2014) Best Paper Award Efficient Algorithms for Similarity Search in Axis-Aligned Subspaces
2010/12 - 10th IEEE International Conference on Data Mining (ICDM 2010) Best Research Paper Award Finding Local Anomalies in Very High Dimensional Space