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2010 – 2019
- 2015
[j8]C. Maria Keet, Agnieszka Lawrynowicz
, Claudia d'Amato, Alexandros Kalousis, Phong Nguyen, Raúl Palma, Robert Stevens, Melanie Hilario:
The Data Mining OPtimization Ontology. J. Web Semant. 32: 43-53 (2015)- 2014
- [j7]P. Nguyen, Melanie Hilario, Alexandros Kalousis:
Using Meta-mining to Support Data Mining Workflow Planning and Optimization. J. Artif. Intell. Res. 51: 605-644 (2014) - 2013
- [c36]C. Maria Keet, Agnieszka Lawrynowicz, Claudia d'Amato, Melanie Hilario:
Modeling Issues, Choices in the Data Mining OPtimization Ontology. OWLED 2013 - 2012
- [c35]Phong Nguyen, Jun Wang, Melanie Hilario, Alexandros Kalousis:
Learning Heterogeneous Similarity Measures for Hybrid-Recommendations in Meta-Mining. ICDM 2012: 1026-1031 - [i1]Phong Nguyen, Jun Wang, Melanie Hilario, Alexandros Kalousis:
Learning Heterogeneous Similarity Measures for Hybrid-Recommendations in Meta-Mining. CoRR abs/1210.1317 (2012) - 2011
- [p1]Melanie Hilario, Phong Nguyen, Huyen Do, Adam Woznica, Alexandros Kalousis:
Ontology-Based Meta-Mining of Knowledge Discovery Workflows. Meta-Learning in Computational Intelligence 2011: 273-315 - 2010
- [c34]Adam Woznica, Alexandros Kalousis, Melanie Hilario:
Adaptive Matching Based Kernels for Labelled Graphs. PAKDD (2) 2010: 374-385
2000 – 2009
- 2009
- [c33]Huyen Do, Alexandros Kalousis, Melanie Hilario:
Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs. ECML/PKDD (1) 2009: 315-329 - [c32]Huyen Do, Alexandros Kalousis, Adam Woznica, Melanie Hilario:
Margin and Radius Based Multiple Kernel Learning. ECML/PKDD (1) 2009: 330-343 - 2008
- [j6]Melanie Hilario, Alexandros Kalousis:
Approaches to dimensionality reduction in proteomic biomarker studies. Briefings Bioinform. 9(2): 102-118 (2008) - [c31]Julien Prados, Alexandros Kalousis, Melanie Hilario:
Feature Selection with the logRatio Kernel. SDM 2008: 177-187 - 2007
- [j5]Alexandros Kalousis, Julien Prados, Melanie Hilario:
Stability of feature selection algorithms: a study on high-dimensional spaces. Knowl. Inf. Syst. 12(1): 95-116 (2007) - [c30]Jee-Hyub Kim, Melanie Hilario:
Learning Relations and Information Extraction Rules for Protein Annotation. AINA Workshops (1) 2007: 349-354 - [c29]Adam Woznica, Alexandros Kalousis, Melanie Hilario:
Learning to combine distances for complex representations. ICML 2007: 1031-1038 - [c28]Jee-Hyub Kim, Alex L. Mitchell, Teresa K. Attwood, Melanie Hilario:
Learning to extract relations for protein annotation. ISMB/ECCB (Supplement of Bioinformatics) 2007: 256-263 - 2006
- [j4]Gilles Cohen, Melanie Hilario, Hugo Sax, Stéphane Hugonnet, Antoine Geissbühler:
Learning from imbalanced data in surveillance of nosocomial infection. Artif. Intell. Medicine 37(1): 7-18 (2006) - [c27]Julien Prados, Alexandros Kalousis, Melanie Hilario:
On Preprocessing of SELDI-MS Data and its Evaluation. CBMS 2006: 953-958 - [c26]Adam Woznica, Alexandros Kalousis, Melanie Hilario:
Distances and (Indefinite) Kernels for Sets of Objects. ICDM 2006: 1151-1156 - [c25]Adam Woznica, Alexandros Kalousis, Melanie Hilario:
Kernels on Lists and Sets over Relational Algebra: An Application to Classification of Protein Fingerprints. PAKDD 2006: 546-551 - 2005
- [j3]Alex L. Mitchell, Anna Divoli, Jee-Hyub Kim, Melanie Hilario, I. Selimas, Teresa K. Attwood:
METIS: multiple extraction techniques for informative sentences. Bioinform. 21(22): 4196-4197 (2005) - [c24]Jee-Hyub Kim, Melanie Hilario:
Learning Information Extraction Rules for Protein Annotation from Unannotated Corpora. CICLing 2005: 522-534 - [c23]Gilles Cohen, Patrick Ruch, Melanie Hilario:
Model Selection for Support Vector Classifiers via Direct Simplex Search. FLAIRS 2005: 431-435 - [c22]Alexandros Kalousis, Julien Prados, Melanie Hilario:
Stability of Feature Selection Algorithms. ICDM 2005: 218-225 - [c21]Gilles Cohen, Melanie Hilario, Christian Pellegrini, Antoine Geissbühler:
SVM Modeling via a Hybrid Genetic Strategy. A Health Care Application. MIE 2005: 193-198 - [c20]Adam Woznica, Alexandros Kalousis, Melanie Hilario:
Kernels over Relational Algebra Structures. PAKDD 2005: 588-598 - [c19]Alexandros Kalousis, Julien Prados, Elton Rexhepaj, Melanie Hilario:
Feature Extraction from Mass Spectra for Classification of Pathological States. PKDD 2005: 536-543 - 2004
- [j2]Alexandros Kalousis, João Gama, Melanie Hilario:
On Data and Algorithms: Understanding Inductive Performance. Mach. Learn. 54(3): 275-312 (2004) - [c18]Alexandros Kalousis, Julien Prados, Jean-Charles Sanchez, Laure Allard, Melanie Hilario:
Distilling Classification Models from Cross Validation Runs: An Application to Mass Spectrometry. ICTAI 2004: 113-119 - [c17]Gilles Cohen, Melanie Hilario, Antoine Geissbühler:
Model Selection for Support Vector Classifiers via Genetic Algorithms. An Application to Medical Decision Support. ISBMDA 2004: 200-211 - [c16]Gilles Cohen, Melanie Hilario, Hugo Sax, Stéphane Hugonnet, Christian Pellegrini, Antoine Geissbühler:
An Application of One-class Support Vector Machines to Nosocomial Infection Detection. MedInfo 2004: 716-720 - [c15]Melanie Hilario, Alex L. Mitchell, Jee-Hyub Kim, Paul Bradley, Terri K. Attwood:
Classifying Protein Fingerprints. PKDD 2004: 197-208 - [c14]Gilles Cohen, Melanie Hilario, Christian Pellegrini:
One-Class Support Vector Machines with a Conformal Kernel. A Case Study in Handling Class Imbalance. SSPR/SPR 2004: 850-858 - 2003
- [c13]Alexandros Kalousis, Melanie Hilario:
Representational Issues in Meta-Learning. ICML 2003: 313-320 - [c12]Gilles Cohen, Melanie Hilario, Hugo Sax, Stéphane Hugonnet:
Data Imbalance in Surveillance of Nosocomial Infections. ISMDA 2003: 109-117 - 2002
- [c11]Melanie Hilario:
Model Complexity and Algorithm Selection in Classification. Discovery Science 2002: 113-126 - 2001
- [j1]Alexandros Kalousis, Melanie Hilario:
Model Selection via Meta-Learning: A Comparative Study. Int. J. Artif. Intell. Tools 10(4): 525-554 (2001) - [c10]Alexandros Kalousis, Melanie Hilario:
Feature Selection for Meta-learning. PAKDD 2001: 222-233 - [c9]Melanie Hilario, Alexandros Kalousis:
Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection. PKDD 2001: 180-191 - 2000
- [c8]Alexandros Kalousis, Melanie Hilario:
Model selection via meta-learning: a comparative study. ICTAI 2000: 406-413 - [c7]Melanie Hilario, Alexandros Kalousis:
Quantifying the Resilience of Inductive Classification Algorithms. PKDD 2000: 106-115
1990 – 1999
- 1997
- [c6]Marc Vuilleumier Stückelberg, Christian Pellegrini, Melanie Hilario:
An Architecture for Musical Score Recognition using High-Level Domain Knowledge. ICDAR 1997: 813-818 - [c5]Melanie Hilario, Ahmed Rida, Christian Pellegrini:
A Metalevel Architecture for Knowledge-Based Neural Network Design. ICTAI 1997: 331-337 - [c4]Melanie Hilario, Ahmed Rida:
The Use of Prior Knowledge in Neural Network Configuration and Training. IWANN 1997: 227-236 - 1995
- [c3]Melanie Hilario, Yannick Lallement, Frédéric Alexandre:
Neurosymbolic integration: unified versus hybrid approaches. ESANN 1995 - [c2]Yannick Lallement, Melanie Hilario, Frédéric Alexandre:
Neurosymbolic Integration: Cognitive Grounds and Computational Strategies. WOCFAI 1995: 193-203 - 1993
- [c1]Daniel K. Schneider, Boris Borcic, Pierre Dillenbourg, Melanie Hilario, Patrick Mendelsohn:
An experimental toolbox for advanced interactive learning environments. LUV 1993: 15-19
Coauthor Index
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