The post-doctorla fellow will work on variational methods for ensemble assimilation. Emphasis will be put on the study of the bayesian character, or otherwise, of those methods. The post-doctoral researcher will work at Laboratoire de Météorologie Dynamique (LMD), in central Paris, in collaboration with Olivier Talagrand. Prerequisites.