Ioannis Tsamardinos

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Vincenzo LaganiResearch Scientist, King Abdullah University of Science and TechnologyVerified email at kaust.edu.sa
Laura E. BrownAssociate Professor of Computer Science, Michigan Technological UniversityVerified email at mtu.edu
Martha E. PollackPresident Emerita, Cornell UniversityVerified email at umich.edu
Sofia TriantafillouUniversity of Crete, University of Pittsburgh, Foundation for Research and Technology - HellasVerified email at uoc.gr
Oluf Dimitri RøeMD PhD NTNU, NorwayVerified email at ntnu.no
Michail TsagrisDepartment of Economics, University of CreteVerified email at uoc.gr
Jesper TegnérProfessor. Bio, CS, BioE, STAT,KAUST, Strategic Chaired Professor, Director, Karolinska InstitutetVerified email at kaust.edu.sa
Doug HardinProfessor of Mathematics and Biomedical Informatics, Vanderbilt UniversityVerified email at vanderbilt.edu
Ioannis G. TollisProfessor of Computer Science, Univ. of CreteVerified email at csd.uoc.gr
Nestoras KarathanasisPostdoctoral researcher, The Cyprus Institute of Neurology and GeneticsVerified email at cing.ac.cy
Xenofon KoutsoukosVanderbilt UniversityVerified email at vanderbilt.edu
Dirk ColbryFaculty, Computational Mathematics, Science and Engineering, Michigan StateVerified email at msu.edu
Panayiota PoiraziResearch Director, IMBB-FORTHVerified email at imbb.forth.gr
Shawn LevyCSO, Element BiosciencesVerified email at elembio.com
Grigoris AntoniouProfessor of Computer Science, Leeds Beckett University & L3S Research CenterVerified email at hud.ac.uk
Giorgos AthineouComputer Science Department, University of CreteVerified email at csd.uoc.gr
John HortyUniversity of MarylandVerified email at umiacs.umd.edu
Lefteris KoumakisShpynx & Institute of Computer Science, Foundation for Research and Technology - Hellas (FORTH)Verified email at ics.forth.gr
Panagiotis TsakalidesProfessor of Computer Science, University of Crete / Head, Signal Processing Lab, FORTH-ICSVerified email at csd.uoc.gr
Katerina GkirtzouILSP, Athena Research CenterVerified email at athenarc.gr

Ioannis Tsamardinos

Professor, Computer Science Department, University of Crete

Verified email at csd.uoc.gr - Homepage

Machine Learning Data Science Bioinformatics Causal Discovery Artificial Intelligence


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The max-min hill-climbing Bayesian network structure learning algorithm I Tsamardinos, LE Brown, CF Aliferis Machine learning 65, 31-78, 2006	2523	2006
A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis A Statnikov, CF Aliferis, I Tsamardinos, D Hardin, S Levy Bioinformatics 21 (5), 631-643, 2005	1068	2005
Algorithms for large scale Markov blanket discovery. I Tsamardinos, CF Aliferis, AR Statnikov, E Statnikov FLAIRS 2, 376-81, 2003	774	2003
Local causal and Markov blanket induction for causal discovery and feature selection for classification part I: algorithms and empirical evaluation. CF Aliferis, A Statnikov, I Tsamardinos, S Mani, XD Koutsoukos Journal of Machine Learning Research 11 (1), 2010	716	2010
Time and sample efficient discovery of Markov blankets and direct causal relations I Tsamardinos, CF Aliferis, A Statnikov Proceedings of the ninth ACM SIGKDD international conference on Knowledge …, 2003	515	2003
Autominder: An intelligent cognitive orthotic system for people with memory impairment ME Pollack, L Brown, D Colbry, CE McCarthy, C Orosz, B Peintner, ... Robotics and autonomous systems 44 (3-4), 273-282, 2003	508	2003
HITON: a novel Markov Blanket algorithm for optimal variable selection CF Aliferis, I Tsamardinos, A Statnikov AMIA annual symposium proceedings 2003, 21, 2003	475	2003
Towards principled feature selection: Relevancy, filters and wrappers I Tsamardinos, CF Aliferis International Workshop on Artificial Intelligence and Statistics, 300-307, 2003	396	2003
Applications of machine learning in human microbiome studies: a review on feature selection, biomarker identification, disease prediction and treatment LJ Marcos-Zambrano, K Karaduzovic-Hadziabdic, T Loncar Turukalo, ... Frontiers in microbiology 12, 634511, 2021	294	2021
Local causal and Markov blanket induction for causal discovery and feature selection for classification part II: analysis and extensions. CF Aliferis, A Statnikov, I Tsamardinos, S Mani, XD Koutsoukos Journal of Machine Learning Research 11 (1), 2010	237	2010
GEMS: a system for automated cancer diagnosis and biomarker discovery from microarray gene expression data A Statnikov, I Tsamardinos, Y Dosbayev, CF Aliferis International journal of medical informatics 74 (7-8), 491-503, 2005	228	2005
Text categorization models for high-quality article retrieval in internal medicine Y Aphinyanaphongs, I Tsamardinos, A Statnikov, D Hardin, CF Aliferis Journal of the American Medical Informatics Association 12 (2), 207-216, 2005	222	2005
Bootstrapping the out-of-sample predictions for efficient and accurate cross-validation I Tsamardinos, E Greasidou, G Borboudakis Machine learning 107, 1895-1922, 2018	216	2018
Chemically intuited, large-scale screening of MOFs by machine learning techniques G Borboudakis, T Stergiannakos, M Frysali, E Klontzas, I Tsamardinos, ... npj Computational Materials 3 (1), 40, 2017	202	2017
CTP: A new constraint-based formalism for conditional, temporal planning I Tsamardinos, T Vidal, ME Pollack Constraints 8, 365-388, 2003	188	2003
A vision and strategy for the virtual physiological human in 2010 and beyond P Hunter, PV Coveney, B De Bono, V Diaz, J Fenner, AF Frangi, P Harris, ... Philosophical Transactions of the Royal Society A: Mathematical, Physical …, 2010	177	2010
Constraint-based causal discovery from multiple interventions over overlapping variable sets S Triantafillou, I Tsamardinos The Journal of Machine Learning Research 16 (1), 2147-2205, 2015	171	2015
Efficient solution techniques for disjunctive temporal reasoning problems I Tsamardinos, ME Pollack Artificial Intelligence 151 (1-2), 43-89, 2003	164	2003
Reformulating temporal plans for efficient execution N Muscettola, P Morris, I Tsamardinos KR, 444-452, 1998	161	1998
Causal explorer: A causal probabilistic network learning toolkit for biomedical discovery CF Aliferis, I Tsamardinos, A Statnikov, LE Brown International Conference on Mathematics and Engineering Techniques in …, 2003	154	2003

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