Padhraic Smyth

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Mark SteyversUniversity of California, IrvineVerified email at uci.edu
David HandImperial College LondonVerified email at imperial.ac.uk
Alexander IhlerUniversity of California, IrvineVerified email at ics.uci.edu
Andrew W. Robertson, PhDResearch Scientist at International Research Institute for Climate and Society (IRI), The Earth Institute, Columbia UniversityVerified email at iri.columbia.edu
Max WellingCAIO CuspAI & Professor Machine Learning, University of AmsterdamVerified email at uva.nl
Chaitanya ChemuduguntaDirector of Science, PandoraVerified email at ics.uci.edu
Pietro PeronaCalifornia Institute of TechnologyVerified email at caltech.edu
Michael C. BurlPrincipal Member of Technical Staff, Jet Propulsion LaboratoryVerified email at jpl.nasa.gov
Eric NalisnickAssistant Professor, Johns Hopkins UniversityVerified email at jhu.edu
Michael GhilDistinguished Research Professor, UCLA, and Distinguished Professor Emeritus, ENSVerified email at atmos.ucla.edu
Darya ChudovaVP of Technology, Guardant HealthVerified email at guardanthealth.com
Thomas L. GriffithsProfessor of Psychology and Computer Science, Princeton UniversityVerified email at princeton.edu
Hal SternProfessor of Statistics, University of California, IrvineVerified email at uci.edu
Pierre BaldiProfessor, University of California, IrvineVerified email at ics.uci.edu
Efi Foufoula-GeorgiouDistinguished Professor of Civil and Environmental Engineering, University of California IrvineVerified email at uci.edu
Christopher DuBoisAppleVerified email at apple.com
Suzana J. CamargoMarie Tharp Lamont Research Professor, Lamont-Doherty Earth Observatory, Columbia UniversityVerified email at ldeo.columbia.edu
David HeckermanMicrosoft ResearchVerified email at microsoft.com
Seyoung KimAssociate Professor, Department of Epidemiology, University of PittsburghVerified email at pitt.edu
Michael J. PazzaniDistinguished Principal ScientistVerified email at isi.edu

Padhraic Smyth

Distinguished Professor, Computer Science, University of California Irvine

Verified email at ics.uci.edu - Homepage

machine learning artificial intelligence pattern recognition statistics


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From data mining to knowledge discovery: An overview. UM Fayyad, G Piatetsky-Shapiro, P Smyth Advances in Knowledge Discovery and Data Mining, 1-34, 1996	20356*	1996
Principles of Data Mining DJ Hand, H Mannila, P Smyth MIT Press, 2001	9452*	2001
The KDD process for extracting useful knowledge from volumes of data U Fayyad, G Piatetsky-Shapiro, P Smyth Communications of the ACM 39 (11), 27-34, 1996	3651	1996
The author-topic model for authors and documents M Rosen-Zvi, T Griffiths, M Steyvers, P Smyth Proceedings of the 20th Conference on Uncertainty in Artificial Intelligence …, 2004	2184*	2004
Knowledge discovery and data mining: towards a unifying framework. UM Fayyad, G Piatetsky-Shapiro, P Smyth ACM Conference on Knowledge Discovery and Data Mining (KDD) 96, 82-88, 1996	1990	1996
Rule discovery from time series G Das, KI Lin, H Mannila, G Renganathan, P Smyth KDD 98 (1), 16-22, 1998	1046	1998
Probabilistic author-topic models for information discovery M Steyvers, P Smyth, M Rosen-Zvi, T Griffiths Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004	882	2004
A spectral clustering approach to finding communities in graphs S White, P Smyth Proceedings of the 2005 SIAM international conference on data mining, 274-285, 2005	854	2005
On smoothing and inference for topic models A Asuncion, M Welling, P Smyth, YW Teh Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial …, 2009	823	2009
Fast collapsed Gibbs sampling for latent Dirichlet allocation I Porteous, D Newman, A Ihler, A Asuncion, P Smyth, M Welling Proceedings of the 14th ACM SIGKDD international conference on Knowledge …, 2008	812	2008
Clustering sequences with hidden Markov models P Smyth Advances in neural information processing systems 9, 1996	697	1996
Trajectory clustering with mixtures of regression models S Gaffney, P Smyth Proceedings of the fifth ACM SIGKDD international conference on Knowledge …, 1999	688	1999
Algorithms for estimating relative importance in networks S White, P Smyth Proceedings of the ninth ACM SIGKDD international conference on Knowledge …, 2003	591	2003
Distributed algorithms for topic models. D Newman, A Asuncion, P Smyth, M Welling Journal of Machine Learning Research 10 (8), 2009	579	2009
From data mining to knowledge discovery: an overview, Advances in knowledge discovery and data mining UM Fayyad, G Piatetsky-Shapiro, P Smyth NOMBRE, VOL, NÚM, 1-34, 1996	548	1996
Modeling the Internet and the Web: Probabilistic Methods and Algorithms P Baldi, P Frasconi, P Smyth Modeling the Internet and the Web: Probabilistic Methods and Algorithms, 2003	527*	2003
An information theoretic approach to rule induction from databases P Smyth, RM Goodman IEEE transactions on Knowledge and data engineering 4 (4), 301-316, 1992	517	1992
Visualization of navigation patterns on a web site using model-based clustering I Cadez, D Heckerman, C Meek, P Smyth, S White Proceedings of the sixth ACM SIGKDD international conference on Knowledge …, 2000	495	2000
Statistical topic models for multi-label document classification TN Rubin, A Chambers, P Smyth, M Steyvers Machine learning 88, 157-208, 2012	463	2012
Hidden Markov models for fault detection in dynamic systems P Smyth Pattern recognition 27 (1), 149-164, 1994	463	1994

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