I carry out research in machine learning. I'm mainly interested in the design of (computationally and statistically efficient) supervised and semi-supervised learning algorithms in order to exploit structured input and output spaces (sequences, images, time-series, graphs), with applications in bioinformatics, computer vision, and computer networks.

Please find below a (non exhaustive) list of representative research themes with main references (more or less in chronological order):

(last update: January, 2010. See here for a more complete list of publications)