An experimental toolbox for advanced interactive learning environments. - Daniel K. Schneider; Boris Borcic; Pierre Dillenbourg; Melanie Hilario; Patrick Mendelsohn (LUV, 1993)

Neurosymbolic integration: unified versus hybrid approaches. - Melanie Hilario; Yannick Lallement; Frédéric Alexandre (ESANN, 1995)

Neurosymbolic Integration: Cognitive Grounds and Computational Strategies. - Yannick Lallement; Melanie Hilario; Frédéric Alexandre (WOCFAI, 1995)

An Architecture for Musical Score Recognition using High-Level Domain Knowledge. - Marc Vuilleumier Stückelberg; Christian Pellegrini; Melanie Hilario (ICDAR, 1997)

A Metalevel Architecture for Knowledge-Based Neural Network Design. - Melanie Hilario; Ahmed Rida; Christian Pellegrini (ICTAI, 1997)

The Use of Prior Knowledge in Neural Network Configuration and Training. - Melanie Hilario; Ahmed Rida (IWANN, 1997)

Quantifying the Resilience of Inductive Classification Algorithms. - Melanie Hilario; Alexandros Kalousis (PKDD, 2000)

Feature Selection for Meta-learning. - Alexandros Kalousis; Melanie Hilario (PAKDD, 2001)

Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection. - Melanie Hilario; Alexandros Kalousis (PKDD, 2001)

Model Selection via Meta-Learning: A Comparative Study. - Alexandros Kalousis; Melanie Hilario (Int. J. Artif. Intell. Tools, 2001)

Model Complexity and Algorithm Selection in Classification. - Melanie Hilario (Discovery Science, 2002)

Representational Issues in Meta-Learning. - Alexandros Kalousis; Melanie Hilario (ICML, 2003)

Data Imbalance in Surveillance of Nosocomial Infections. - Gilles Cohen; Melanie Hilario; Hugo Sax; Stéphane Hugonnet (ISMDA, 2003)

Distilling Classification Models from Cross Validation Runs: An Application to Mass Spectrometry. - Alexandros Kalousis; Julien Prados; Jean-Charles Sanchez; Laure Allard; Melanie Hilario (ICTAI, 2004)

Model Selection for Support Vector Classifiers via Genetic Algorithms. An Application to Medical Decision Support. - Gilles Cohen; Melanie Hilario; Antoine Geissbühler (ISBMDA, 2004)

An Application of One-class Support Vector Machines to Nosocomial Infection Detection. - Gilles Cohen; Melanie Hilario; Hugo Sax; Stéphane Hugonnet; Christian Pellegrini; Antoine Geissbühler (MedInfo, 2004)

Classifying Protein Fingerprints. - Melanie Hilario; Alex L. Mitchell; Jee-Hyub Kim; Paul Bradley; Terri K. Attwood (PKDD, 2004)

One-Class Support Vector Machines with a Conformal Kernel. A Case Study in Handling Class Imbalance. - Gilles Cohen; Melanie Hilario; Christian Pellegrini (SSPR/SPR, 2004)

On Data and Algorithms: Understanding Inductive Performance. - Alexandros Kalousis; João Gama 001; Melanie Hilario (Mach. Learn., 2004)

Learning Information Extraction Rules for Protein Annotation from Unannotated Corpora. - Jee-Hyub Kim; Melanie Hilario (CICLing, 2005)

Model Selection for Support Vector Classifiers via Direct Simplex Search. - Gilles Cohen; Patrick Ruch; Melanie Hilario (FLAIRS, 2005)

Stability of Feature Selection Algorithms. - Alexandros Kalousis; Julien Prados; Melanie Hilario (ICDM, 2005)

SVM Modeling via a Hybrid Genetic Strategy. A Health Care Application. - Gilles Cohen; Melanie Hilario; Christian Pellegrini; Antoine Geissbühler (MIE, 2005)

Kernels over Relational Algebra Structures. - Adam Woznica; Alexandros Kalousis; Melanie Hilario (PAKDD, 2005)

Feature Extraction from Mass Spectra for Classification of Pathological States. - Alexandros Kalousis; Julien Prados; Elton Rexhepaj; Melanie Hilario (PKDD, 2005)

METIS: multiple extraction techniques for informative sentences. - Alex L. Mitchell; Anna Divoli; Jee-Hyub Kim; Melanie Hilario; I. Selimas; Teresa K. Attwood (Bioinform., 2005)

On Preprocessing of SELDI-MS Data and its Evaluation. - Julien Prados; Alexandros Kalousis; Melanie Hilario (CBMS, 2006)

Distances and (Indefinite) Kernels for Sets of Objects. - Adam Woznica; Alexandros Kalousis; Melanie Hilario (ICDM, 2006)

Kernels on Lists and Sets over Relational Algebra: An Application to Classification of Protein Fingerprints. - Adam Woznica; Alexandros Kalousis; Melanie Hilario (PAKDD, 2006)

Learning from imbalanced data in surveillance of nosocomial infection. - Gilles Cohen; Melanie Hilario; Hugo Sax; Stéphane Hugonnet; Antoine Geissbühler (Artif. Intell. Medicine, 2006)

Learning Relations and Information Extraction Rules for Protein Annotation. - Jee-Hyub Kim; Melanie Hilario (AINA Workshops (1), 2007)

Learning to combine distances for complex representations. - Adam Woznica; Alexandros Kalousis; Melanie Hilario (ICML, 2007)

Learning to extract relations for protein annotation. - Jee-Hyub Kim; Alex L. Mitchell; Teresa K. Attwood; Melanie Hilario (ISMB/ECCB (Supplement of Bioinformatics), 2007)

Stability of feature selection algorithms: a study on high-dimensional spaces. - Alexandros Kalousis; Julien Prados; Melanie Hilario (Knowl. Inf. Syst., 2007)

Feature Selection with the logRatio Kernel. - Julien Prados; Alexandros Kalousis; Melanie Hilario (SDM, 2008)

Approaches to dimensionality reduction in proteomic biomarker studies. - Melanie Hilario; Alexandros Kalousis (Briefings Bioinform., 2008)

Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs. - Huyen Do; Alexandros Kalousis; Melanie Hilario (ECML/PKDD (1), 2009)

Margin and Radius Based Multiple Kernel Learning. - Huyen Do; Alexandros Kalousis; Adam Woznica; Melanie Hilario (ECML/PKDD (1), 2009)

Adaptive Matching Based Kernels for Labelled Graphs. - Adam Woznica; Alexandros Kalousis; Melanie Hilario (PAKDD (2), 2010)

Ontology-Based Meta-Mining of Knowledge Discovery Workflows. - Melanie Hilario; Phong Nguyen 002; Huyen Do; Adam Woznica; Alexandros Kalousis (Meta-Learning in Computational Intelligence, 2011)

Learning Heterogeneous Similarity Measures for Hybrid-Recommendations in Meta-Mining. - Phong Nguyen 002; Jun Wang 017; Melanie Hilario; Alexandros Kalousis (ICDM, 2012)

Modeling Issues, Choices in the Data Mining OPtimization Ontology. - C. Maria Keet; Agnieszka Lawrynowicz; Claudia d'Amato; Melanie Hilario (OWLED, 2013)

Using Meta-mining to Support Data Mining Workflow Planning and Optimization. - P. Nguyen; Melanie Hilario; Alexandros Kalousis (J. Artif. Intell. Res., 2014)

The Data Mining OPtimization Ontology. - C. Maria Keet; Agnieszka Lawrynowicz; Claudia d'Amato; Alexandros Kalousis; Phong Nguyen 002; Raúl Palma; Robert Stevens 001; Melanie Hilario (J. Web Semant., 2015)