Project leader :
Pierre Dupont
Researchers :
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Thibault Helleputte
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Roman Zakharov
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Dr. Daniel Hernández-Lobato
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Dr. Mohamed Nizar Touleimat
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Juan Pablo Nariño
Framework : Machine Learning Group (MLG), UCL
Collaborations :
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F. Denis (Laboratoire d'informatique fondamentale, Université de Provence, Marseille, France),
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M. Sebban (Université de Saint-Etienne, France),
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E. Vidal (Universidad Politécnica de Valencia).
Funds : FRIA, FSR, Walloon Region, GSK Biologicals, European Commission
Publications : here
Description :
The current research interests include:
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Machine learning with applications to pattern recognition and computational biology
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Feature selection and dimensionality reduction
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Microarray data analysis, Biomarker identification
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Statistical modeling of sequential processes (language, speech, proteins, business processes, network logs, ...)
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Graph mining and network analysis
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Hidden Markov Models induction and estimation
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Formal grammar and automata Induction