Stability of feature selection algorithms: a study on high-dimensional spaces A Kalousis, J Prados, M Hilario Knowledge and information systems 12, 95-116, 2007 | 717 | 2007 |
Learning from imbalanced data in surveillance of nosocomial infection G Cohen, M Hilario, H Sax, S Hugonnet, A Geissbuhler Artificial intelligence in medicine 37 (1), 7-18, 2006 | 332 | 2006 |
Processing and classification of protein mass spectra M Hilario, A Kalousis, C Pellegrini, M Mueller Mass spectrometry reviews 25 (3), 409-449, 2006 | 249 | 2006 |
Approaches to dimensionality reduction in proteomic biomarker studies M Hilario, A Kalousis Briefings in bioinformatics 9 (2), 102-118, 2008 | 184 | 2008 |
An overview of strategies for neurosymbolic integration M Hilario Connectionist-Symbolic Integration, 13-35, 2013 | 149 | 2013 |
Stability of feature selection algorithms A Kalousis, J Prados, M Hilario Fifth IEEE International Conference on Data Mining (ICDM'05), 8 pp., 2005 | 143 | 2005 |
The data mining optimization ontology CM Keet, A Ławrynowicz, C d’Amato, A Kalousis, P Nguyen, R Palma, ... Journal of web semantics 32, 43-53, 2015 | 129 | 2015 |
On data and algorithms: Understanding inductive performance A Kalousis, J Gama, M Hilario Machine learning 54, 275-312, 2004 | 122 | 2004 |
Model selection via meta-learning: a comparative study A Kalousis, M Hilario Proceedings 12th IEEE Internationals Conference on Tools with Artificial …, 2000 | 110 | 2000 |
A data mining ontology for algorithm selection and meta-mining M Hilario, A Kalousis, P Nguyen, A Woznica Proceedings of the ECML/PKDD09 Workshop on 3rd generation Data Mining (SoKD …, 2009 | 106 | 2009 |
Machine learning approaches to lung cancer prediction from mass spectra M Hilario, A Kalousis, M Müller, C Pellegrini Proteomics 3 (9), 1716-1719, 2003 | 94 | 2003 |
Ontology-based meta-mining of knowledge discovery workflows M Hilario, P Nguyen, H Do, A Woznica, A Kalousis Meta-learning in computational intelligence, 273-315, 2011 | 91 | 2011 |
Mining mass spectra for diagnosis and biomarker discovery of cerebral accidents J Prados, A Kalousis, JC Sanchez, L Allard, O Carrette, M Hilario Proteomics 4 (8), 2320-2332, 2004 | 89 | 2004 |
Feature selection for meta-learning A Kalousis, M Hilario Pacific-Asia Conference on Knowledge Discovery and Data Mining, 222-233, 2001 | 76 | 2001 |
Margin and radius based multiple kernel learning H Do, A Kalousis, A Woznica, M Hilario Machine Learning and Knowledge Discovery in Databases: European Conference …, 2009 | 65 | 2009 |
Fusion of meta-knowledge and meta-data for case-based model selection M Hilario, A Kalousis European Conference on Principles of Data Mining and Knowledge Discovery …, 2001 | 51 | 2001 |
Using meta-mining to support data mining workflow planning and optimization P Nguyen, M Hilario, A Kalousis Journal of Artificial Intelligence Research 51, 605-644, 2014 | 49 | 2014 |
Representational issues in meta-learning A Kalousis, M Hilario Proceedings of the 20th International Conference on Machine Learning (ICML …, 2003 | 45 | 2003 |
Model selection via meta-learning: a comparative study K Alexandros, H Melanie International Journal on Artificial Intelligence Tools 10 (04), 525-554, 2001 | 42 | 2001 |
Feature weighting using margin and radius based error bound optimization in svms H Do, A Kalousis, M Hilario Machine Learning and Knowledge Discovery in Databases: European Conference …, 2009 | 39 | 2009 |