Sub-sections




Developed codes and associated publications:

Classification using Partial Least Squares with Penalized Logistic Regression (joint work with S. Lambert-Lacroix)
Partial Least Squares for classification and feature selection in Microarray gene expression data
Codes developed by G. Fort:       Data sets and MATLAB codes 

A convergence theorem for Variational EM-like algorithms : application to image segmentation (joint work with F. Forbes)
Codes developed by G. Fort         MATLAB codes

On adaptive Stratification (joint work with P. Etoré, B. Jourdain and E. Moulines)
Codes developed by G. Fort          MATLAB codes 

Estimation of cosmological parameters using adaptive importance sampling (joint work with D. Wraith, M. Kilbinger, K. Benabed, O. Cappé,  J.F.Cardoso, S. Prunet and C. P. Robert. )
Part of the numerical results obtained in this paper are based on codes developed by G. Fort (codes in matlab, not available).
PMC applied to cosmology : codes and documentation available here - developed by M. Kilbinger and K. Benabed (see also arXiv astro-ph arXiv:1101.0950)

Convergence of a particle-based approximation of the Block online  Expectation Maximization algorithm  (joint work with S. Le Corff)
Online Expectation Maximization based algorithms for inference in Hidden Markov Models  (joint work with S. Le Corff)
New Online-EM algorithms for general Hidden Markov models. Application to the SLAM (joint work with S. Le Corff and E. Moulines)
Matlab codes available on the web page of S. Le Corff

Adaptive Equi-energy sampler : convergence and illustration. (joint work with A. Schreck and E. Moulines)
Matlab and C codes available on the web page of A. Schreck

Adaptive Metropolis Online Relabeling. (joint work with R. Bardenet, O. Cappé and B. Kegl)
Codes available on the web page of R. Bardenet

Shrinkage-Thresholding Metropolis Adjusted Langevin Algorithm  (joint work with A. Schreck, S. Le Corff and E. Moulines)
Matlab and C codes available on the web page of A. Schreck