Michael E. Houle

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James BaileyProfessor, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Arthur ZimekUniversity of Southern DenmarkVerified email at imada.sdu.dk
Erich SchubertProfessor of Data Mining, TU Dortmund UniversityVerified email at cs.tu-dortmund.de
Vincent OriaNew Jersey Institute of TechnologyVerified email at njit.edu
Sarah M. ErfaniAssociate Professor and DECRA Fellow, Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Xingjun MaSchool of Computer Science, Fudan UniversityVerified email at unimelb.edu.au
Oussama ChellyMicrosoft AI & IoT Insider Lab EuropeVerified email at microsoft.com
Ken-ichi KawarabayashiNational Institute of Informatics, The University of TokyoVerified email at nii.ac.jp
Miloš RadovanovićProfessor of Computer Science, University of Novi Sad, SerbiaVerified email at dmi.uns.ac.rs
Yisen WangAssistant Professor, Peking UniversityVerified email at pku.edu.cn
Sudanthi WijewickremaSenior Research Fellow, University of MelbourneVerified email at unimelb.edu.au
Xiguo MaSoftware Engineer, GoogleVerified email at njit.edu
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, Dept. of Mathematics and Computer Science, University of Southern DenmarkVerified email at imada.sdu.dk
Peer KrögerChristian-Albrechts-University KielVerified email at informatik.uni-kiel.de
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr
Sue WhitesidesProfessor of Computer Science, University of Victoria BCVerified email at uvic.ca
Vladimir Estivill-CastroProfessor of Computer ScienceVerified email at upf.edu
Vinh NguyenDeep Learning @NVIDIAVerified email at nvidia.com

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, 891-927, 2016	731	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	721	2018
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	384	2018
Can shared-neighbor distances defeat the curse of dimensionality? ME Houle, HP Kriegel, P Kröger, E Schubert, A Zimek Scientific and Statistical Database Management: 22nd International …, 2010	340	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	300	2008
Computing the width of a set ME Houle, GT Toussaint Proceedings of the first annual symposium on Computational geometry, 1-7, 1985	249	1985
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	154	2015
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	137	2005
Local intrinsic dimensionality I: an extreme-value-theoretic foundation for similarity applications ME Houle Similarity Search and Applications: 10th International Conference, SISAP …, 2017	96	2017
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	96	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	95	2014
Dimensionality, discriminability, density and distance distributions ME Houle 2013 IEEE 13th International Conference on Data Mining Workshops, 468-473, 2013	93	2013
Generalized expansion dimension ME Houle, H Kashima, M Nett 2012 IEEE 12th International Conference on Data Mining Workshops, 587-594, 2012	74	2012
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
The vulnerability of learning to adversarial perturbation increases with intrinsic dimensionality L Amsaleg, J Bailey, D Barbe, S Erfani, ME Houle, V Nguyen, ... 2017 ieee workshop on information forensics and security (wifs), 1-6, 2017	70	2017
Information processing using a hierarchy structure of randomized samples M Aono, ME Houle, M Kobayashi US Patent 7,216,129, 2007	68	2007
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	66	2014
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	66	2003
Finding the best viewpoints for three-dimensional graph drawings P Eades, ME Houle, R Webber Graph Drawing: 5th International Symposium, GD'97 Rome, Italy, September 18 …, 1997	66	1997
Robust distance-based clustering with applications to spatial data mining V Estivill-Castro, ME Houle Algorithmica 30, 216-242, 2001	65	2001

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