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Melanie Hilario
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Year
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
6392007
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
2902006
Processing and classification of protein mass spectra
M Hilario, A Kalousis, C Pellegrini, M Müller
Mass spectrometry reviews 25 (3), 409-449, 2006
2382006
Approaches to dimensionality reduction in proteomic biomarker studies
M Hilario, A Kalousis
Briefings in bioinformatics 9 (2), 102-118, 2008
1692008
Model selection via meta-learning: a comparative study
K Alexandros, H Melanie
International Journal on Artificial Intelligence Tools 10 (04), 525-554, 2001
1512001
An overview of strategies for neurosymbolic integration
M Hilario
Connectionist-Symbolic Integration: From Unified to Hybrid Approaches, 13-36, 1997
1431997
Stability of feature selection algorithms
A Kalousis, J Prados, M Hilario
Fifth IEEE International Conference on Data Mining (ICDM'05), 8 pp., 2005
1252005
On data and algorithms: Understanding inductive performance
A Kalousis, J Gama, M Hilario
Machine learning 54, 275-312, 2004
1192004
The data mining optimization ontology
CM Keet, A £awrynowicz, C d’Amato, A Kalousis, P Nguyen, R Palma, ...
Journal of web semantics 32, 43-53, 2015
1102015
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
1012009
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
852011
Machine learning approaches to lung cancer prediction from mass spectra
M Hilario, A Kalousis, M Müller, C Pellegrini
Proteomics 3 (9), 1716-1719, 2003
842003
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
832004
Feature selection for meta-learning
A Kalousis, M Hilario
Advances in Knowledge Discovery and Data Mining: 5th Pacific-Asia Conference …, 2001
702001
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
602009
Fusion of meta-knowledge and meta-data for case-based model selection
M Hilario, A Kalousis
Principles of Data Mining and Knowledge Discovery: 5th European Conference …, 2001
502001
Representational issues in meta-learning
A Kalousis, M Hilario
Proceedings of the 20th International Conference on Machine Learning (ICML …, 2003
422003
Building algorithm profiles for prior model selection in knowledge discovery systems
A Kalousis, M Hilario
International journal of engineering intelligent systems for electrical …, 2000
40*2000
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
392014
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
362009
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