Melanie Hilario

According to our database, Melanie Hilario authored at least 44 papers between 1993 and 2015.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2015

The Data Mining OPtimization Ontology.

C. Maria Keet, Agnieszka Lawrynowicz, Claudia d'Amato, Alexandros Kalousis, Phong Nguyen, Raúl Palma, Robert Stevens, Melanie Hilario

J. Web Semant., 2015

2014

Using Meta-mining to Support Data Mining Workflow Planning and Optimization.

P. Nguyen, Melanie Hilario, Alexandros Kalousis

J. Artif. Intell. Res., 2014

2013

Modeling Issues, Choices in the Data Mining OPtimization Ontology.

C. Maria Keet, Agnieszka Lawrynowicz, Claudia d'Amato, Melanie Hilario

Proceedings of the 10th International Workshop on OWL: Experiences and Directions (OWLED 2013) co-located with 10th Extended Semantic Web Conference (ESWC 2013), 2013

2012

Learning Heterogeneous Similarity Measures for Hybrid-Recommendations in Meta-Mining.

Phong Nguyen, Jun Wang, Melanie Hilario, Alexandros Kalousis

Proceedings of the 12th IEEE International Conference on Data Mining, 2012

2011

Ontology-Based Meta-Mining of Knowledge Discovery Workflows.

Melanie Hilario, Phong Nguyen, Huyen Do, Adam Woznica, Alexandros Kalousis

Proceedings of the Meta-Learning in Computational Intelligence, 2011

2010

Adaptive Matching Based Kernels for Labelled Graphs.

Adam Woznica, Alexandros Kalousis, Melanie Hilario

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2010

2009

Margin and Radius Based Multiple Kernel Learning.

Huyen Do, Alexandros Kalousis, Adam Woznica, Melanie Hilario

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs.

Huyen Do, Alexandros Kalousis, Melanie Hilario

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

2008

Approaches to dimensionality reduction in proteomic biomarker studies.

Melanie Hilario, Alexandros Kalousis

Briefings Bioinform., 2008

Feature Selection with the logRatio Kernel.

Julien Prados, Alexandros Kalousis, Melanie Hilario

Proceedings of the SIAM International Conference on Data Mining, 2008

2007

Stability of feature selection algorithms: a study on high-dimensional spaces.

Alexandros Kalousis, Julien Prados, Melanie Hilario

Knowl. Inf. Syst., 2007

Learning to extract relations for protein annotation.

Jee-Hyub Kim, Alex L. Mitchell, Teresa K. Attwood, Melanie Hilario

Proceedings of the Proceedings 15th International Conference on Intelligent Systems for Molecular Biology (ISMB) & 6th European Conference on Computational Biology (ECCB), 2007

Learning to combine distances for complex representations.

Adam Woznica, Alexandros Kalousis, Melanie Hilario

Proceedings of the Machine Learning, 2007

Learning Relations and Information Extraction Rules for Protein Annotation.

Jee-Hyub Kim, Melanie Hilario

Proceedings of the 21st International Conference on Advanced Information Networking and Applications (AINA 2007), 2007

2006

Learning from imbalanced data in surveillance of nosocomial infection.

Gilles Cohen, Melanie Hilario, Hugo Sax, Stéphane Hugonnet, Antoine Geissbühler

Artif. Intell. Medicine, 2006

Kernels on Lists and Sets over Relational Algebra: An Application to Classification of Protein Fingerprints.

Adam Woznica, Alexandros Kalousis, Melanie Hilario

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2006

Distances and (Indefinite) Kernels for Sets of Objects.

Adam Woznica, Alexandros Kalousis, Melanie Hilario

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

On Preprocessing of SELDI-MS Data and its Evaluation.

Julien Prados, Alexandros Kalousis, Melanie Hilario

Proceedings of the 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 2006

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

Feature Extraction from Mass Spectra for Classification of Pathological States.

Alexandros Kalousis, Julien Prados, Elton Rexhepaj, Melanie Hilario

Proceedings of the Knowledge Discovery in Databases: PKDD 2005, 2005

Kernels over Relational Algebra Structures.

Adam Woznica, Alexandros Kalousis, Melanie Hilario

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2005

SVM Modeling via a Hybrid Genetic Strategy. A Health Care Application.

Gilles Cohen, Melanie Hilario, Christian Pellegrini, Antoine Geissbühler

Proceedings of the Connecting Medical Informatics and Bio-Informatics - Proceedings of MIE 2005, 2005

Stability of Feature Selection Algorithms.

Alexandros Kalousis, Julien Prados, Melanie Hilario

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

Model Selection for Support Vector Classifiers via Direct Simplex Search.

Gilles Cohen, Patrick Ruch, Melanie Hilario

Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Learning Information Extraction Rules for Protein Annotation from Unannotated Corpora.

Jee-Hyub Kim, Melanie Hilario

Proceedings of the Computational Linguistics and Intelligent Text Processing, 2005

2004

On Data and Algorithms: Understanding Inductive Performance.

Alexandros Kalousis, João Gama, Melanie Hilario

Mach. Learn., 2004

One-Class Support Vector Machines with a Conformal Kernel. A Case Study in Handling Class Imbalance.

Gilles Cohen, Melanie Hilario, Christian Pellegrini

Proceedings of the Structural, 2004

Classifying Protein Fingerprints.

Melanie Hilario, Alex L. Mitchell, Jee-Hyub Kim, Paul Bradley, Terri K. Attwood

Proceedings of the Knowledge Discovery in Databases: PKDD 2004, 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

Proceedings of the MEDINFO 2004, 2004

Model Selection for Support Vector Classifiers via Genetic Algorithms. An Application to Medical Decision Support.

Gilles Cohen, Melanie Hilario, Antoine Geissbühler

Proceedings of the Biological and Medical Data Analysis, 5th International Symposium, 2004

Distilling Classification Models from Cross Validation Runs: An Application to Mass Spectrometry.

Alexandros Kalousis, Julien Prados, Jean-Charles Sanchez, Laure Allard, Melanie Hilario

Proceedings of the 16th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2004), 2004

2003

Data Imbalance in Surveillance of Nosocomial Infections.

Gilles Cohen, Melanie Hilario, Hugo Sax, Stéphane Hugonnet

Proceedings of the Medical Data Analysis, 4th International Symposium, 2003

Representational Issues in Meta-Learning.

Alexandros Kalousis, Melanie Hilario

Proceedings of the Machine Learning, 2003

2002

Model Complexity and Algorithm Selection in Classification.

Melanie Hilario

Proceedings of the Discovery Science, 5th International Conference, 2002

2001

Model Selection via Meta-Learning: A Comparative Study.

Alexandros Kalousis, Melanie Hilario

Int. J. Artif. Intell. Tools, 2001

Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection.

Melanie Hilario, Alexandros Kalousis

Proceedings of the Principles of Data Mining and Knowledge Discovery, 2001

Feature Selection for Meta-learning.

Alexandros Kalousis, Melanie Hilario

Proceedings of the Knowledge Discovery and Data Mining, 2001

2000

Quantifying the Resilience of Inductive Classification Algorithms.

Melanie Hilario, Alexandros Kalousis

Proceedings of the Principles of Data Mining and Knowledge Discovery, 2000

1997

The Use of Prior Knowledge in Neural Network Configuration and Training.

Melanie Hilario, Ahmed Rida

Proceedings of the Biological and Artificial Computation: From Neuroscience to Technology, 1997

A Metalevel Architecture for Knowledge-Based Neural Network Design.

Melanie Hilario, Ahmed Rida, Christian Pellegrini

Proceedings of the 9th International Conference on Tools with Artificial Intelligence, 1997

An Architecture for Musical Score Recognition using High-Level Domain Knowledge.

Marc Vuilleumier Stückelberg, Christian Pellegrini, Melanie Hilario

Proceedings of the 4th International Conference Document Analysis and Recognition (ICDAR '97), 1997

1995

Neurosymbolic Integration: Cognitive Grounds and Computational Strategies.

Yannick Lallement, Melanie Hilario, Frédéric Alexandre

Proceedings of the Second World Conference on the Fundamentals of Artificial Intelligence, 1995

Neurosymbolic integration: unified versus hybrid approaches.

Melanie Hilario, Yannick Lallement, Frédéric Alexandre

Proceedings of the 3rd European Symposium on Artificial Neural Networks, 1995

1993

An experimental toolbox for advanced interactive learning environments.

Daniel K. Schneider, Boris Borcic, Pierre Dillenbourg, Melanie Hilario, Patrick Mendelsohn

Proceedings of the Third International Conference on Lisp Users and Vendors, 1993