Project-select:Computer Experiments

Team select

Members

Overall Objectives

Model selection in Statistics

Scientific Foundations

General presentation
A non asymptotic view for model selection
Taking into account the modelling purpose in model selection
Bayesian model selection
Nonlinear mixed effect models

Application Domains

Introduction
Curves classification
Reliability
Phylogeny
Population genetics
Neuroimaging
Population pharmacology
Computer Experiments

Software

MIXMOD software
MONOLIX software

New Results

Model selection in Regression and Classification
Selection of high dimensional graphical models
Statistical learning methodology and theory
Reliability and Computer Experiments
Classification in genomics
Curves classification, denoising and forecasting
Neuroimaging, Statistical analysis of fMRI data
Nonlinear mixed effects model

Contracts and Grants with Industry

Contracts with EDF
The Monolix software project
Other contracts
Project GAS

Other Grants and Activities

National Actions
European actions

Dissemination

Scientific Communauty animation
Teaching

Bibliography

Publications of the year

Inria / Raweb 2009
Presentation of the Project select

Section: Application Domains

Computer Experiments

Since 2007, select developed several computer experiment studies, in the framework of conventions with Dassault Aviation and EDF. They concern the resolution of inverses problems using simulation tools to analyse incertainty in highly complex physical systems.

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