The max-min hill-climbing Bayesian network structure learning algorithm I Tsamardinos, LE Brown, CF Aliferis Machine learning 65, 31-78, 2006 | 2362 | 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 | 1058 | 2005 |
Algorithms for large scale Markov blanket discovery. I Tsamardinos, CF Aliferis, AR Statnikov, E Statnikov FLAIRS 2, 376-81, 2003 | 732 | 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 | 680 | 2010 |
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 | 503 | 2003 |
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 | 478 | 2003 |
HITON: a novel Markov Blanket algorithm for optimal variable selection CF Aliferis, I Tsamardinos, A Statnikov AMIA annual symposium proceedings 2003, 21, 2003 | 456 | 2003 |
Towards principled feature selection: Relevancy, filters and wrappers I Tsamardinos, CF Aliferis International Workshop on Artificial Intelligence and Statistics, 300-307, 2003 | 382 | 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 | 231 | 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 | 226 | 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 | 224 | 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 | 215 | 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 | 194 | 2018 |
CTP: A new constraint-based formalism for conditional, temporal planning I Tsamardinos, T Vidal, ME Pollack Constraints 8, 365-388, 2003 | 186 | 2003 |
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 | 180 | 2017 |
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 | 174 | 2010 |
Efficient solution techniques for disjunctive temporal reasoning problems I Tsamardinos, ME Pollack Artificial Intelligence 151 (1-2), 43-89, 2003 | 163 | 2003 |
Reformulating temporal plans for efficient execution N Muscettola, P Morris, I Tsamardinos KR, 444-452, 1998 | 159 | 1998 |
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 | 156 | 2015 |
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 | 153 | 2003 |