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
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
Vincent OriaNew Jersey Institute of TechnologyVerified email at njit.edu
Ricardo J. G. B. CampelloFull Professor, Dept. of Mathematics and Computer Science, University of Southern DenmarkVerified email at imada.sdu.dk
Miloš RadovanovićProfessor of Computer Science, Faculty of Sciences, University of Novi Sad, SerbiaVerified email at dmi.uns.ac.rs
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
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
Ira AssentProfessor of Computer Science, Aarhus University, Denmark; IAS-8, Forschungszentrum JülichVerified email at cs.au.dk
Guilherme Oliveira CamposPhD student at UFMGVerified email at dcc.ufmg.br
Peer KrögerChristian-Albrechts-University KielVerified email at informatik.uni-kiel.de
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr
Vladimir Estivill-CastroProfessor of Computer ScienceVerified email at upf.edu

Michael E. Houle

New Jersey Institute of Technology

Verified email at njit.edu

Machine Learning Data Mining 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	834	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	826	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	459	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	362	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	304	2008
Computing the width of a set ME Houle, GT Toussaint Proceedings of the first annual symposium on Computational geometry, 1-7, 1985	257	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	160	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	136	2005
Local intrinsic dimensionality I: an extreme-value-theoretic foundation for similarity applications ME Houle Similarity Search and Applications: 10th International Conference, SISAP …, 2017	109	2017
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	107	2014
Dimensionality, discriminability, density and distance distributions ME Houle 2013 IEEE 13th International Conference on Data Mining Workshops, 468-473, 2013	101	2013
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	97	2010
Generalized expansion dimension ME Houle, H Kashima, M Nett 2012 IEEE 12th International Conference on Data Mining Workshops, 587-594, 2012	78	2012
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	75	2017
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	71	2014
Information processing using a hierarchy structure of randomized samples M Aono, ME Houle, M Kobayashi US Patent 7,216,129, 2007	69	2007
Robust distance-based clustering with applications to spatial data mining V Estivill-Castro, ME Houle Algorithmica 30, 216-242, 2001	68	2001
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	66	2002
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
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	64	2003

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