Machine Learning

Project leader : Pierre Dupont

Researchers

  • Thibault Helleputte
  • Roman Zakharov
  • Dr. Daniel Hernández-Lobato
  • Dr. Mohamed Nizar Touleimat
  • Juan Pablo Nariño

Framework : Machine Learning Group (MLG), UCL

Collaborations :

  • F. Denis (Laboratoire d'informatique fondamentale, Université de Provence, Marseille, France),
  • M. Sebban (Université de Saint-Etienne, France),
  • E. Vidal (Universidad Politécnica de Valencia).

Funds : FRIA, FSR, Walloon Region, GSK Biologicals, European Commission

Publications : here

Description :

The current research interests include:

  • Machine learning with applications to pattern recognition and computational biology
  • Feature selection and dimensionality reduction
  • Microarray data analysis, Biomarker identification
  • Statistical modeling of sequential processes (language, speech, proteins, business processes, network logs, ...)
  • Graph mining and network analysis
  • Hidden Markov Models induction and estimation
  • Formal grammar and automata Induction
| 2/02/2010 |