Réduction des dimensions des données en apprentissage artificiel. - Emmanuel Viennet; Sébastien Guérif; Younès Bennani (AAFD, 2006)

Selection of clusters number and features subset during a two-levels clustering task. - Sébastien Guérif; Younès Bennani (Artificial Intelligence and Soft Computing, 2006)

Unsupervised Variable Selection: when random rankings sound as irrelevancy. - Sébastien Guérif (FSDM, 2008)

Simultaneous Feature and Model Selection for High-Dimensional Data. - Alessandro Perolini; Sébastien Guérif (ICTAI, 2011)

A case study in a recommender system based on purchase data. - Bruno Pradel; Savaneary Sean; Julien Delporte; Sébastien Guérif; Céline Rouveirol; Nicolas Usunier; Françoise Fogelman-Soulié; Frédéric Dufau-Joël (KDD, 2011)

Sparse Representation Wavelet Based Classification. - Long H. Ngo; Marie Luong; Nikolay Metodiev Sirakov; Thuong Le-Tien; Sébastien Guérif; Emmanuel Viennet (ICIP, 2018)