Michael E. Houle

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Arthur ZimekUniversity of Southern DenmarkVerified email at imada.sdu.dk
Erich SchubertProfessor of Data Mining, TU Dortmund UniversityVerified email at cs.tu-dortmund.de
James BaileyProfessor, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Vincent OriaNew Jersey Institute of TechnologyVerified email at njit.edu
Sarah M. ErfaniSenior Lecturer and DECRA Fellow, Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Xingjun MaAssociate Professor, School of Computer Science, Fudan UniversityVerified email at unimelb.edu.au
Sue WhitesidesProfessor of Computer Science, University of Victoria BCVerified email at uvic.ca
Peer KrögerChristian-Albrechts-University KielVerified email at informatik.uni-kiel.de
Xiguo MaSoftware Engineer, GoogleVerified email at njit.edu
Oussama ChellyMicrosoft AI & IoT Insider Lab EuropeVerified email at microsoft.com
Ken-ichi KawarabayashiVerified email at nii.ac.jp
Yisen WangAssistant Professor, Peking UniversityVerified email at pku.edu.cn
Sudanthi WijewickremaSenior Research Fellow, University of MelbourneVerified email at unimelb.edu.au
Vladimir Estivill-CastroProfessor of Computer ScienceVerified email at upf.edu
Hans-Peter KriegelProfessor für Informatik, Ludwig-Maximilians-University MunichVerified email at dbs.ifi.lmu.de
Barbora MicenkováAarhus UniversityVerified email at cs.au.dk
Jörg SanderProfessor, Computing Science, University of AlbertaVerified email at ualberta.ca
Ricardo J. G. B. CampelloFull Professor, School of Mathematical and Physical Sciences, University of NewcastleVerified email at newcastle.edu.au
Milos RadovanovicProfessor of Computer Science, University of Novi Sad, SerbiaVerified email at dmi.uns.ac.rs
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr

Michael E. Houle

Principal Fellow, School of Computing and Information Systems, University of Melbourne

Verified email at unimelb.edu.au

Data Mining Machine Learning Similarity Search Algorithmics Extreme Value Theory


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On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study GO Campos, A Zimek, J Sander, RJGB Campello, B Micenková, ... Data mining and knowledge discovery 30 (4), 891-927, 2016	525	2016
Characterizing adversarial subspaces using local intrinsic dimensionality X Ma, B Li, Y Wang, SM Erfani, S Wijewickrema, G Schoenebeck, D Song, ... arXiv preprint arXiv:1801.02613, 2018	447	2018
Can shared-neighbor distances defeat the curse of dimensionality? ME Houle, HP Kriegel, P Kröger, E Schubert, A Zimek International conference on scientific and statistical database management …, 2010	295	2010
Computer system, method, and program product for generating a data structure for information retrieval, and an associated graphical user interface ME Houle US Patent 7,428,541, 2008	286	2008
Dimensionality-driven learning with noisy labels X Ma, Y Wang, ME Houle, S Zhou, S Erfani, S Xia, S Wijewickrema, ... International Conference on Machine Learning, 3355-3364, 2018	265	2018
Computing the width of a set ME Houle, GT Toussaint IEEE Transactions on Pattern Analysis and Machine Intelligence 10 (5), 761-765, 1988	237	1988
Fast approximate similarity search in extremely high-dimensional data sets ME Houle, J Sakuma 21st International Conference on Data Engineering (ICDE'05), 619-630, 2005	136	2005
Estimating local intrinsic dimensionality L Amsaleg, O Chelly, T Furon, S Girard, ME Houle, K Kawarabayashi, ... Proceedings of the 21th ACM SIGKDD International Conference on Knowledge …, 2015	116	2015
Finding local anomalies in very high dimensional space T De Vries, S Chawla, ME Houle 2010 IEEE International Conference on Data Mining, 128-137, 2010	86	2010
Expansion of the APC superfamily of secondary carriers A Vastermark, S Wollwage, ME Houle, R Rio, MH Saier Jr Proteins: Structure, Function, and Bioinformatics 82 (10), 2797-2811, 2014	77	2014
A visibility representation for graphs in three dimensions P Bose, H Everett, SP Fekete, ME Houle, A Lubiw, H Meijer, K Romanik, ... Graph Algorithms And Applications I, 103-118, 2002	74	2002
Dimensionality, discriminability, density and distance distributions ME Houle 2013 IEEE 13th International Conference on Data Mining Workshops, 468-473, 2013	72	2013
Local intrinsic dimensionality I: an extreme-value-theoretic foundation for similarity applications ME Houle International Conference on Similarity Search and Applications, 64-79, 2017	68	2017
Information processing using a hierarchy structure of randomized samples M Aono, ME Houle, M Kobayashi US Patent 7,216,129, 2007	67	2007
Finding the best viewpoints for three-dimensional graph drawings P Eades, ME Houle, R Webber International Symposium on Graph Drawing, 87-98, 1997	65	1997
Rank-based similarity search: Reducing the dimensional dependence ME Houle, M Nett IEEE transactions on pattern analysis and machine intelligence 37 (1), 136-150, 2014	63	2014
Generalized expansion dimension ME Houle, H Kashima, M Nett 2012 IEEE 12th International Conference on Data Mining Workshops, 587-594, 2012	63	2012
Extracting spatial knowledge from the web Y Morimoto, M Aono, ME Houle, KS McCurley 2003 Symposium on Applications and the Internet, 2003. Proceedings., 326-333, 2003	63	2003
Robust distance-based clustering with applications to spatial data mining V Estivill-Castro, ME Houle Algorithmica 30 (2), 216-242, 2001	60	2001
Graph drawing in motion II C Friedrich, ME Houle International Symposium on Graph Drawing, 220-231, 2001	57	2001

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