From Differential Calculus to 0-1 Topological Optimization. - Maatoug Hassine; Sophie Jan; Mohamed Masmoudi (SIAM J. Control. Optim., 2007)

Incremental accelerated gradient methods for SVM classification: study of the constrained approach. - Nicolas P. Couellan; Sophie Jan (Comput. Manag. Sci., 2014)

Self-adaptive Support Vector Machine: A multi-agent optimization perspective. - Nicolas P. Couellan; Sophie Jan; Tom Jorquera; Jean-Pierre Georgé (Expert Syst. Appl., 2015)

Optimal surrogates selection for embedded, hierarchical multilevel aircraft models. - Manon Bondouy; Sophie Jan; Serge Laporte; Christian Bès (IEEE Trans. Aerosp. Electron. Syst., 2015)

Feature uncertainty bounding schemes for large robust nonlinear SVM classifiers. - Nicolas P. Couellan; Sophie Jan (CoRR, 2017)

Feature uncertainty bounds for explicit feature maps and large robust nonlinear SVM classifiers. - Nicolas P. Couellan; Sophie Jan (Ann. Math. Artif. Intell., 2020)

Foreword. - Giancarlo Bigi; Sonia Cafieri; Nicolas Couëllan; Sophie Jan; Frédéric Messine (Optim. Methods Softw., 2024)