| The max-min hill-climbing Bayesian network structure learning algorithm I Tsamardinos, LE Brown, CF Aliferis Machine learning 65 (1), 31-78, 2006 | 2775 | 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 | 1078 | 2005 |
| A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification A Statnikov, L Wang, CF Aliferis BMC bioinformatics 9 (1), 319, 2008 | 894 | 2008 |
| Algorithms for large scale Markov blanket discovery. I Tsamardinos, CF Aliferis, AR Statnikov, E Statnikov FLAIRS 2, 376-81, 2003 | 824 | 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 | 771 | 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 | 549 | 2003 |
| HITON: a novel Markov Blanket algorithm for optimal variable selection CF Aliferis, I Tsamardinos, A Statnikov AMIA annual symposium proceedings 2003, 21, 2003 | 505 | 2003 |
| Towards principled feature selection: Relevancy, filters and wrappers I Tsamardinos, CF Aliferis International Workshop on Artificial Intelligence and Statistics, 300-307, 2003 | 424 | 2003 |
| An evaluation of machine-learning methods for predicting pneumonia mortality GF Cooper, CF Aliferis, R Ambrosino, J Aronis, BG Buchanan, R Caruana, ... Artificial intelligence in medicine 9 (2), 107-138, 1997 | 319 | 1997 |
| 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 | 252 | 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 | 243 | 2005 |
| Medical decision support using machine learning for early detection of late-onset neonatal sepsis S Mani, A Ozdas, C Aliferis, HA Varol, Q Chen, R Carnevale, Y Chen, ... Journal of the American Medical Informatics Association 21 (2), 326-336, 2014 | 241 | 2014 |
| A comprehensive evaluation of multicategory classification methods for microbiomic data A Statnikov, M Henaff, V Narendra, K Konganti, Z Li, L Yang, Z Pei, ... Microbiome 1 (1), 11, 2013 | 237 | 2013 |
| 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 | 226 | 2005 |
| Overfitting, underfitting and general model overconfidence and under-performance pitfalls and best practices in machine learning and AI C Aliferis, G Simon Artificial intelligence and machine learning in health care and medical …, 2024 | 225 | 2024 |
| Gentle introduction to support vector machines in biomedicine, A-volume 2: case studies and benchmarks A Statnikov, CF Aliferis, DP Hardin, I Guyon World Scientific Publishing Company, 2013 | 218 | 2013 |
| Causal feature selection I Guyon, C Aliferis Computational methods of feature selection, 79-102, 2007 | 210 | 2007 |
| Causal Explorer: A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery. CF Aliferis, I Tsamardinos, AR Statnikov, LE Brown METMBS 3, 371-376, 2003 | 157 | 2003 |
| Low‐grade inflammation in symptomatic knee osteoarthritis: prognostic value of inflammatory plasma lipids and peripheral blood leukocyte biomarkers M Attur, S Krasnokutsky, A Statnikov, J Samuels, Z Li, O Friese, ... Arthritis & rheumatology 67 (11), 2905-2915, 2015 | 153 | 2015 |
| Regression of atherosclerosis is characterized by broad changes in the plaque macrophage transcriptome JE Feig, Y Vengrenyuk, V Reiser, C Wu, A Statnikov, CF Aliferis, ... PloS one 7 (6), e39790, 2012 | 144 | 2012 |
Ioannis TsamardinosProfessor, Computer Science Department, University of CreteVerified email at csd.uoc.gr
