Implementation of an Absolute Brain $^{1}$H-MRS Quantification Method to Assess Different Tissue Alterations in Multiple Sclerosis. - Matthieu Bagory; Françoise Durand-Dubief; Danielle Ibarrola; Jean-Christophe Comte; François Cotton; Christian Confavreux; Dominique Sappey-Marinier (IEEE Trans. Biomed. Eng., 2012)

A Graph Based Classification Method for Multiple Sclerosis Clinical Forms Using Support Vector Machine. - Claudio Stamile; Gabriel Kocevar; Salem Hannoun; Françoise Durand-Dubief; Dominique Sappey-Marinier (MLMMI@ICML, 2015)

A longitudinal model for variations detection in white matter fiber-bundles. - Claudio Stamile; Gabriel Kocevar; François Cotton; Salem Hannoun; Françoise Durand-Dubief; Carole Frindel; David Rousseau; Dominique Sappey-Marinier (IWSSIP, 2015)

A Comparison of Machine Learning Approaches for Classifying Multiple Sclerosis Courses Using MRSI and Brain Segmentations. - Adrian Ion-Margineanu; Gabriel Kocevar; Claudio Stamile; Diana Maria Sima; Françoise Durand-Dubief; Sabine Van Huffel; Dominique Sappey-Marinier (ICANN (2), 2017)

Prediction of Multiple Sclerosis Patient Disability from Structural Connectivity using Convolutional Neural Networks. - Aldo Marzullo; Gabriel Kocevar; Claudio Stamile; Francesco Calimeri; Giorgio Terracina; Françoise Durand-Dubief; Dominique Sappey-Marinier (EMBC, 2019)

Tensor Factorization of Brain Structural Graph for Unsupervised Classification in Multiple Sclerosis. - Berardino Barile; Aldo Marzullo; Claudio Stamile; Françoise Durand-Dubief; Dominique Sappey-Marinier (ICPR, 2020)

A More Interpretable Classifier For Multiple Sclerosis. - Valentine Wargnier-Dauchelle; Thomas Grenier; Françoise Durand-Dubief; François Cotton; Michaël Sdika (ISBI, 2021)

Data augmentation using generative adversarial neural networks on brain structural connectivity in multiple sclerosis. - Berardino Barile; Aldo Marzullo; Claudio Stamile; Françoise Durand-Dubief; Dominique Sappey-Marinier (Comput. Methods Programs Biomed., 2021)

A Logic-Based Framework Leveraging Neural Networks for Studying the Evolution of Neurological Disorders. - Francesco Calimeri; Francesco Cauteruccio; Luca Cinelli; Aldo Marzullo; Claudio Stamile; Giorgio Terracina; Françoise Durand-Dubief; Dominique Sappey-Marinier (Theory Pract. Log. Program., 2021)

A Kernel Based Multilinear SVD Approach for Multiple Sclerosis Profiles Classification. - Berardino Barile; Pooya Ashtari; Françoise Durand-Dubief; Frederik Maes; Dominique Sappey-Marinier; Sabine Van Huffel (ESANN, 2022)

Ensemble Learning for Multiple Sclerosis Disability Estimation Using Brain Structural Connectivity. - Berardino Barile; Aldo Marzullo; Claudio Stamile; Françoise Durand-Dubief; Dominique Sappey-Marinier (Brain Connect., 2022)

Classification of multiple sclerosis clinical profiles using machine learning and grey matter connectome. - Berardino Barile; Pooya Ashtari; Claudio Stamile; Aldo Marzullo; Frederik Maes; Françoise Durand-Dubief; Sabine Van Huffel; Dominique Sappey-Marinier (Frontiers Robotics AI, 2022)

Computational Reproducibility in Metabolite Quantification Applied to Short Echo Time In Vivo MR Spectroscopy. - Gaël Vila; Axel Bonnet; F. Chauveau; S. Gaillard; Françoise Durand-Dubief; Sorina Camarasu-Pop; H. Ratiney (ISBI, 2023)

A Weakly Supervised Gradient Attribution Constraint for Interpretable Classification and Anomaly Detection. - Valentine Wargnier-Dauchelle; Thomas Grenier; Françoise Durand-Dubief; François Cotton; Michaël Sdika (IEEE Trans. Medical Imaging, 2023)

Explainable monotonic networks and constrained learning for interpretable classification and weakly supervised anomaly detection. - Valentine Wargnier-Dauchelle; Thomas Grenier; Françoise Durand-Dubief; François Cotton; Michaël Sdika (Pattern Recognit., 2025)