International journals with peer review
-
Johann Faouzi and Hicham Janati. pyts: A Python Package for Time Series Classification. Journal of Machine Learning Research, 21(46):1–6, 2020. [www]
-
Romain Tavenard, Johann Faouzi, Gilles Vandewiele, Felix Divo, Guillaume Androz, Chester Holtz, Marie Payne, Roman Yurchak, Marc Rußwurm, Kushal Kolar and Eli Woods. Tslearn, A Machine Learning Toolkit for Time Series Data. Journal of Machine Learning Research, 21(118):1–6, 2020. [www]
-
Johann Faouzi, Baptiste Couvy-Duchesne, Samir Bekadar, Olivier Colliot and Jean-Christophe Corvol. Exploratory analysis of the genetics of impulse control disorders in Parkinson’s disease using genetic risk scores. Parkinsonism & Related Disorders, 86:74–77, 2021. [www]
-
Johann Faouzi, Jean-Christophe Corvol and Louise-Laure Mariani. Impulse control disorders and related behaviors in Parkinson’s disease: risk factors, clinical and genetic aspects and management. Current Opinion in Neurology, 34(4):547–555, 2021. [www]
-
Ninon Burgos*, Simona Bottani*, Johann Faouzi*, Elina Thibeau-Sutre* and Olivier Colliot. Deep learning for brain disorders: from data processing to disease treatment. Briefings in Bioinformatics, 2020. [www]
-
Lydia Chougar, Johann Faouzi, Nadya Pyatigorskaya, Rahul Gaurav, Emma Biondetti, Marie Villotte, Romain Valabregue, Jean-Christophe Corvol, Alexis Brice, Louise-Laure Mariani, Florence Cormier, Marie Vidailhet, Gwendoline Dupont, Ines Piot, David Grabli, Christine Payan, Olivier Colliot, Bertrand Degos and Stephane Lehericy. Automated Categorization of Parkinsonian Syndromes using Magnetic Resonance Imaging in a Clinical Setting. Movement Disorders, 2020. [www]
-
Baptiste Couvy-Duchesne*, Johann Faouzi*, Benoît Martin*, Elina Thibeau-Sutre*, Adam Wild*, Manon Ansart, Stanley Durrleman, Didier Dormont, Ninon Burgos and Olivier Colliot. Ensemble Learning of Convolutional Neural Network, Support Vector Machine, and Best Linear Unbiased Predictor for Brain Age Prediction: ARAMIS Contribution to the Predictive Analytics Competition 2019 Challenge. Frontiers in Psychiatry, 11(1451), 2020. [www]
-
Manon Ansart, Stéphane Epelbaum, Giulia Bassignana, Alexandre Bône, Simona Bottani, Tiziana Cattai, Raphaël Couronné, Johann Faouzi, Igor Koval, Maxime Louis, Elina Thibeau-Sutre, Junhao Wen, Adam Wild, Ninon Burgos, Didier Dormont, Olivier Colliot and Stanley Durrleman. Predicting the Progression of Mild Cognitive Impairment Using Machine Learning : A Systematic and Quantitative Review. Medical Image Analysis, 67(101848), 2021. [www]
-
Giuseppe A. Zito, Andreas Hartmann, Benoît Béranger, Samantha Weber, Selma Aybek, Johann Faouzi, Emmanuel Roze, Marie Vidailhet and Yulia Worbe. Multivariate classification of functional brain connectivities provides an intrinsic signature of Tourette disorder in adults. Psychological Medicine, 1–9, 2021. [www]
Accepted book chapters
-
Johann Faouzi. Time Series Classification: A Review of Algorithms and Implementations. To appear in: Ketan Kotecha (Ed.), Machine Learning (Emerging Trends and Applications), ISBN 978–1–8381524–1–3, 2022. [www]
-
Johann Faouzi and Olivier Colliot. Classic machine learning algorithms. To appear in: Olivier Colliot (Ed.), Machine Learning for Brain Disorders, Springer, 2022.
-
Johann Faouzi, Lydia Chougar, Stephane Lehericy and Jean-Christophe Corvol. Machine learning for Parkinson’s disease and related disorders. To appear in Olivier Colliot (Ed.), Machine Learning for Brain Disorders, Springer, 2022.
Articles submitted to international journals with peer review
- Johann Faouzi, Samir Bekadar, Fanny Artaud, Alexis Elbaz, Graziella Mangone, Olivier Colliot and Jean-Christophe Corvol. Machine learning-based prediction of impulse control disorders in Parkinson’s disease from cilinical and genetic data. Submitted to IEEE Open Journal of Engineering in Medicine and Biology.
International conferences with peer-review and without proceedings (posters only)
- Johann Faouzi, Samir Bekadar, Olivier Colliot and Jean-Christophe Corvol. Predicting Impulse Control Disorders in Parkinson’s Disease: A Challenging Task. International Congress of Parkinson’s Disease and Movement Disorders, September 2019, Nice, France. [www]
PhD thesis
- Johann Faouzi. Machine learning to predict impulse control disorders in Parkinson’s disease. Sorbonne Université, 2020. [www]