Melanie Hilario

发表

An Application of One-class Support Vector Machines to Nosocomial Infection Detection

Antoine Geissbühler, Gilles Cohen, Melanie Hilario, 2004, MedInfo.

Mining mass spectra for diagnosis and biomarker discovery of cerebral accidents

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2004, Proteomics.

Learning to extract relations for protein annotation

Terri K. Attwood, Melanie Hilario, Jee-Hyub Kim, 2007, ISMB/ECCB.

Feature Extraction from Mass Spectra for Classification of Pathological States

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2005, PKDD.

The Use of Prior Knowledge in Neural Network Configuration and Training

Melanie Hilario, Ahmed Rida, M. Hilario, 1997, IWANN.

Meta-learning with kernels and similarity functions for planning of data mining workﬂows

Abraham Bernstein, Melanie Hilario, Alexandros Kalousis, 2008, ICML 2008.

Learning Relations and Information Extraction Rules for Protein Annotation

Melanie Hilario, Jee-Hyub Kim, M. Hilario, 2007, 21st International Conference on Advanced Information Networking and Applications Workshops (AINAW'07).

Kernels over Relational Algebra Structures

Melanie Hilario, Alexandros Kalousis, Adam Woznica, 2005, PAKDD.

Data Imbalance in Surveillance of Nosocomial Infections

Gilles Cohen, Melanie Hilario, Hugo Sax, 2003, ISMDA.

Approaches to dimensionality reduction in proteomic biomarker studies

Melanie Hilario, Alexandros Kalousis, M. Hilario, 2007, Briefings Bioinform..

The Data Mining OPtimization Ontology

C. Maria Keet, Claudia d'Amato, Melanie Hilario, 2015, J. Web Semant..

Model selection via meta-learning: a comparative study

Melanie Hilario, Alexandros Kalousis, M. Hilario, 2000, Proceedings 12th IEEE Internationals Conference on Tools with Artificial Intelligence. ICTAI 2000.

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

Melanie Hilario, Alexandros Kalousis, Adam Woznica, 2006, PAKDD.

Architectures and techniques for knowledge-based neurocomputing

Melanie Hilario, 2000 .

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

Melanie Hilario, Alexandros Kalousis, Huyen Do, 2009, ECML/PKDD.

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

Melanie Hilario, Alexandros Kalousis, P. Nguyen, 2014, J. Artif. Intell. Res..

Neurosymbolic Integration: Cognitive Grounds and Computational Strategies

Frédéric Alexandre, Melanie Hilario, Yannick Lallement, 1995, WOCFAI.

Data mining for mass-spectra based diagnosis and biomarker discovery

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2004, Drug Discovery Today: BIOSILICO.

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

Antoine Geissbühler, Gilles Cohen, Melanie Hilario, 2004, ISBMDA.

Representational Issues in Meta-Learning

Melanie Hilario, Alexandros Kalousis, 2003, ICML.

On Preprocessing of SELDI-MS Data and its Evaluation

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2006, 19th IEEE Symposium on Computer-Based Medical Systems (CBMS'06).

Stability of feature selection algorithms

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2005, Fifth IEEE International Conference on Data Mining (ICDM'05).

Adaptive Matching Based Kernels for Labelled Graphs

Melanie Hilario, Alexandros Kalousis, Adam Woznica, 2010, PAKDD.

BioMinT: a database curator's assistant for biomedical text processing

Melanie Hilario, J-H Kim, Johann Petrak, 2004, ISMB 2004.

Feature Selection for Meta-learning

Melanie Hilario, Alexandros Kalousis, M. Hilario, 2001, PAKDD.

Learning Information Extraction Rules for Protein Annotation from Unannotated Corpora

Melanie Hilario, Jee-Hyub Kim, M. Hilario, 2005, CICLing.

Knowledge and Information Systems

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2007 .

Quantifying the Resilience of Inductive Classification Algorithms

Melanie Hilario, Alexandros Kalousis, M. Hilario, 2000, PKDD.

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

Melanie Hilario, Jun Wang, Alexandros Kalousis, 2012, 2012 IEEE 12th International Conference on Data Mining.

Model Complexity and Algorithm Selection in Classification

Melanie Hilario, 2002, Discovery Science.

A metalevel architecture for knowledge-based neural network design

Melanie Hilario, Christian Pellegrini, Ahmed Rida, 1997, Proceedings Ninth IEEE International Conference on Tools with Artificial Intelligence.

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

Gilles Cohen, Melanie Hilario, Christian Pellegrini, 2004, SSPR/SPR.

Distilling classification models from cross validation runs: an application to mass spectrometry

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2004, 16th IEEE International Conference on Tools with Artificial Intelligence.

Margin and Radius Based Multiple Kernel Learning

Melanie Hilario, Alexandros Kalousis, Adam Woznica, 2009, ECML/PKDD.

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

Antoine Geissbühler, Gilles Cohen, Melanie Hilario, 2005, MIE.

Feature Selection with the logRatio Kernel

Melanie Hilario, Alexandros Kalousis, Julien Prados, 2008, SDM.

Modular Integration of Connectionist and Symbolic Processing in Knowledge-Based Systems

Frédéric Alexandre, Melanie Hilario, Christian Pellegrini, 1994 .

Machine Learning at the Crossroads of Symbolic and Connectionist Research

Melanie Hilario, Christian Pellegrini, Reynaldo Vargas, 2007 .

An architecture for musical score recognition using high-level domain knowledge

Melanie Hilario, Christian Pellegrini, Marc Vuilleumier Stückelberg, 1997, Proceedings of the Fourth International Conference on Document Analysis and Recognition.

An Overview of Strategies for Neurosymbolic Integration

Melanie Hilario, M. Hilario, 1995 .

Learning from imbalanced data in surveillance of nosocomial infection

Antoine Geissbühler, Gilles Cohen, Melanie Hilario, 2006, Artif. Intell. Medicine.

Distances and (Indefinite) Kernels for Sets of Objects

Melanie Hilario, Alexandros Kalousis, Adam Woznica, 2006, Sixth International Conference on Data Mining (ICDM'06).

Model selection via meta-learning: a comparative study

Melanie Hilario, Alexandros Kalousis, M. Hilario, 2000, Proceedings 12th IEEE Internationals Conference on Tools with Artificial Intelligence. ICTAI 2000.

Ontology-Based Meta-Mining of Knowledge Discovery Workflows

Melanie Hilario, Alexandros Kalousis, Adam Woznica, 2011, Meta-Learning in Computational Intelligence.

METIS: multiple extraction techniques for informative sentences

Terri K. Attwood, Melanie Hilario, Jee-Hyub Kim, 2005, Bioinform..

Neurosymbolic integration: unified versus hybrid approaches

Frédéric Alexandre, Melanie Hilario, Yannick Lallement, 1995, ESANN.

Model Selection for Support Vector Classifiers via Direct Simplex Search

Patrick Ruch, Gilles Cohen, Melanie Hilario, 2005, FLAIRS Conference.

Supervised knowledge discovery from incomplete data

Melanie Hilario, Alexandros Kalousis, M. Hilario, 2000 .

Standard machine learning algorithms applied to UPLC-TOF/MS metabolic fingerprinting for the discovery of wound biomarkers in Arabidopsis thaliana

Melanie Hilario, Alexandros Kalousis, Julien Boccard, 2010 .