SELECT - 2014 - Annual activity report

SELECT

SELECT - 2014

Project-Team Select

Members

Overall Objectives

Model selection in Statistics

Research Program

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
Dynamic contrast Enhanced imaging
Analysis of genomic data
Pharmacovigilance
Environment
Analysis spectroscopic imaging of ancient materials

New Software and Platforms

MIXMOD software
BLOCKCLUSTER software

New Results

Model selection in Regression and Classification
Statistical learning methodology and theory
Reliability
Statistical analysis of genomic data
Model based-clustering for pharmacovigilance data
Curves classification, denoising and forecasting
Statistical analysis of medical images

Bilateral Contracts and Grants with Industry

Contract with SNECMA
Contract with Thales

Partnerships and Cooperations

Regional Initiatives
National Initiatives
International Initiatives

Dissemination

Promoting Scientific Activities
Teaching - Supervision - Juries
Popularization

Bibliography

Publications of the year

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2014 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, machine learning and statistical methods

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