Catégorisation de patrons syntaxiques par Self Organizing Maps. - Jean-Jacques Mariage; Gilles Bernard (TALN (Articles longs), 2004)

Learning to Teach to Neural Networks How to Learn Well with SOH, a Self-Observing Heuristic. - Jean-Jacques Mariage (Int. J. Comput., 2004)

Holistic Self-reprogramming of Neural Networks: between Self-Organization and Self-Observation. - Jean-Jacques Mariage (Int. J. Comput., 2006)

Efficient Implementation of Self-Organizing Map for Sparse Input Data. - Josué Melka; Jean-Jacques Mariage (IJCCI, 2017)

Adapting Self-Organizing Map Algorithm to Sparse Data. - Josué Melka; Jean-Jacques Mariage (IJCCI (Selected Papers), 2017)

L'évaluation des représentations vectorielles de mots en utilisant WordNet (Evaluating word representations using WordNet). - Nourredine Aliane; Jean-Jacques Mariage; Gilles Bernard (CORIA-TALN-RJC (TALN 2), 2018)

Identify Theft Detection on e-Banking Account Opening. - Roxane Desrousseaux; Gilles Bernard; Jean-Jacques Mariage (IJCCI, 2019)

Predicting Financial Suspicious Activity Reports with Online Learning Methods*. - Roxane Desrousseaux; Gilles Bernard; Jean-Jacques Mariage (IEEE BigData, 2021)

Profiling Money Laundering with Neural Networks: a Case Study on Environmental Crime Detection. - Roxane Desrousseaux; Gilles Bernard; Jean-Jacques Mariage (ICTAI, 2021)