SELECT - 2012 - Annual activity report

SELECT

SELECT - 2012

Project-Team Select

Members

Overall Objectives

Model selection in Statistics

Scientific Foundations

General presentation
A non asymptotic view for model selection
Taking into account the modeling purpose in model selection
Bayesian model selection

Application Domains

Introduction
Curves classification
Computer Experiments and Reliability
Neuroimaging
Analysis of genomic data
Environment
Analysis spectroscopic imaging of ancient materials

Software

MIXMOD software

New Results

Model selection in Regression and Classification
Statistical learning methodology and theory
Reliability and Computer Experiments
Statistical analysis of genomic data
Curves classification, denoising and forecasting
Neuroimaging, Statistical analysis of fMRI data

Bilateral Contracts and Grants with Industry

Contracts with EDF
Other contracts

Partnerships and Cooperations

Regional Initiatives
European Initiatives
International Initiatives

Dissemination

Scientific Animation
Teaching - Supervision - Juries
Popularization

Bibliography

Publications of the year

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2012 Project-Team Activity Report

SELECT

Model selection in statistical learning

Research centre: Saclay - Île-de-France

In partnership with: CNRS, Université Paris-Sud (Paris 11)

In collaboration with: Laboratoire de mathématiques d'Orsay de l'Université de Paris-Sud (LMO)

Field: Applied Mathematics, Computation and Simulation

Theme: Optimization, Learning and Statistical Methods

Keywords: Data Analysis, Data, Machine Learning, Statistical Learning, Decision Methods