Kullback-leibler NMF under linear equality constraints. Application to pollution source apportionment. - Abdelhakim Limem; Gilles Delmaire; Gilles Roussel 002; Dominique Courcot (ISSPA, 2012)

Non-negative Matrix Factorization using weighted beta divergence and equality constraints for industrial source apportionment. - Abdelhakim Limem; Gilles Delmaire; Matthieu Puigt; Gilles Roussel 002; Dominique Courcot (MLSP, 2013)

Enhanced NMF initialization using a physical model for pollution source apportionment. - Marc Plouvin; Abdelhakim Limem; Matthieu Puigt; Gilles Delmaire; Gilles Roussel 002; Dominique Courcot (ESANN, 2014)

Bound constrained weighted NMF for industrial source apportionment. - Abdelhakim Limem; Matthieu Puigt; Gilles Delmaire; Gilles Roussel 002; Dominique Courcot (MLSP, 2014)

Méthodes informées de factorisation matricielle non négative : Application à l'identification de sources de particules industrielles. (Informed methods of Non-negative Matrix Factorization. A study of industrial source identification). - Abdelhakim Limem (2014)

Informed Weighted Non-Negative Matrix Factorization Using αβ-Divergence Applied to Source Apportionment. - Gilles Delmaire; Mahmoud Omidvar; Matthieu Puigt; Frédéric Ledoux; Abdelhakim Limem; Gilles Roussel 002; Dominique Courcot (Entropy, 2019)