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Ioannis Tsamardinos
Ioannis Tsamardinos
Professor, Computer Science Department, University of Crete
Verified email at csd.uoc.gr - Homepage
Title
Cited by
Cited by
Year
The max-min hill-climbing Bayesian network structure learning algorithm
I Tsamardinos, LE Brown, CF Aliferis
Machine learning 65, 31-78, 2006
22882006
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
10472005
Algorithms for large scale Markov blanket discovery.
I Tsamardinos, CF Aliferis, AR Statnikov, E Statnikov
FLAIRS 2, 376-81, 2003
7172003
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
6712010
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
5022003
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
4732003
HITON: a novel Markov Blanket algorithm for optimal variable selection
CF Aliferis, I Tsamardinos, A Statnikov
AMIA annual symposium proceedings 2003, 21, 2003
4502003
Towards principled feature selection: Relevancy, filters and wrappers
I Tsamardinos, CF Aliferis
International Workshop on Artificial Intelligence and Statistics, 300-307, 2003
3762003
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
2222010
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
2212005
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
2132005
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
2102021
CTP: A new constraint-based formalism for conditional, temporal planning
I Tsamardinos, T Vidal, ME Pollack
Constraints 8, 365-388, 2003
1932003
Bootstrapping the out-of-sample predictions for efficient and accurate cross-validation
I Tsamardinos, E Greasidou, G Borboudakis
Machine learning 107, 1895-1922, 2018
1822018
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
1742010
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
1652017
Efficient solution techniques for disjunctive temporal reasoning problems
I Tsamardinos, ME Pollack
Artificial Intelligence 151 (1-2), 43-89, 2003
1642003
Reformulating temporal plans for efficient execution
N Muscettola, P Morris, I Tsamardinos
KR, 444-452, 1998
1591998
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
1532003
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
1512015
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Articles 1–20