Statlearn'11 : Workshop on "Challenging problems in Statistical Learning"
Context and objectives
The workshop on "Challenging problems in Statistical Learning" was held in Grenoble on March 17-18, 2011. This workshop aims to summarize the new and future problems in statistical learning and to give a good idea of what already exists for dealing with these problems.
This event is co-organized by the University Paris 1 Panthéon-Sorbonne, INRIA Grenoble - Rhône-Alpes, Laboratoire Jean-Kuntzmann and the Statistics and Image group of the Société Française de Statistique.
Thursday March 17, 2011
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Session 1: Statistical learning and image analysis.
Shape analysis and computational anatomy: A geometrical perspective on the statistical analysis of population of manifolds
Learning from temporal data: some contributions and new challenges
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Session 2: Statistical learning in high dimension.
Information theoretic feature selection for non-standard data
Variable selection in model-based unsupervised and supervised classification
Friday March 18, 2011
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Session 3: Statistical learning and structured data.
Including prior knowledge in machine learning for genomic data
Variational inference for partially observed diffusion processes
Mixture of heavy-tailed distributions for bivariate precipitation data
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Session 4: New and future problems in statistical learning.
Regularizarion and shrinkage for model selection in sparse GLM models
François, Olivier (TIMC-IMAG, Grenoble INP)
Latent variable models in population genetics
Verzelen, Nicolas (INRA Montpellier)
Minimax risks for sparse regressions: Ultra-high-dimensional phenomenons
Directions
The workshop will be held in Maison Jean Kuntzmann, MI2S-UMS 3042, Domaine Universitaire, 38400 Saint Martin d'Hères.
Accomodation
On possible hotel is the Résidhotel Central'Gare (8 place de la gare, 38000 Grenoble, Tel: +33 (0) 4.76.50.77.88, Fax: +33 (0) 4.76.50.67.01. It is located near the train station. It has wifi access and air conditionning. The rooms are actually small flats (studio). When booking, please mention that you come for the Statlearn workshop.
Organization
The workshop is organized by:
- Charles Bouveyron (University Paris 1, SAMM)
- Florence Forbes (INRIA, LJK, team mistis)
- Stéphane Girard (INRIA, LJK, team mistis)
with the support of:
