Scalable Regularised Joint Mixture Models. Thomas Lartigue, Sach Mukherjee. Submitted. (2022). pdf: arxiv
Associated code: GitHub

Regularized joint mixture models. Konstantinos Perrakis, Thomas Lartigue, Frank Dondelinger, Sach Mukherjee. Journal of Machine Learning Research 24(19):1−47, 2023. pdf; arxiv
Associated code: GitHub

On unsupervised projections and second order signals. Thomas Lartigue, Sach Mukherjee. Submitted. (2022). pdf: arxiv

Deterministic Approximate EM algorithm; Application to the Riemann approximation EM and the tempered EM. Thomas Lartigue, Stanley Durrleman, Stéphanie Allassonnière. Algorithms. 2022; 15(3):78. pdf; hal; arxiv (supplements)

Identification of glucocorticoid-related molecular signature by whole blood methylome analysis. Roberta Armignacco, Anne Jouinot, Lucas Bouys, Amandine Septier, Thomas Lartigue, Mario Neou, Cassandra Gaspar, Karine Perlemoine, Leah Braun, Anna Riester, Fidéline Bonnet-Serrano, Anne Blanchard, Laurence Amar, Carla Scaroni, Filippo Ceccato, Gian Paolo Rossi, Tracy Ann Williams, Casper K. Larsen, Stéphanie Allassonnière, Maria-Christina Zennaro, Felix Beuschlein, Martin Reincke, Jérôme Bertherat, Guillaume Assié. European Journal of Endocrinology 186(2), 297-308 (2021). pdf; hal

AD Course Map charts Alzheimer’s disease progression. Igor Koval, Alexandre Bône, Maxime Louis, Thomas Lartigue, Simona Bottani, Arnaud Marcoux, Jorge Samper-González, Ninon Burgos, Benjamin Charlier, Anne Bertrand, Stéphane Epelbaum, Olivier Colliot, Stéphanie Allassonnière, Stanley Durrleman. Scientific Reports 11, 8020 (2021). pdf; hal (supplements)

Mixture of Conditional Gaussian Graphical Models for unlabelled heterogeneous populations in the presence of co-factors. Thomas Lartigue, Stanley Durrleman, Stéphanie Allassonnière. SN Computer Science 2, 466 (2021). pdf; hal; arxiv
Associated code: GitHub

Gaussian Graphical Model exploration and selection in high dimension low sample size setting. Thomas Lartigue, Simona Bottani, Stéphanie Baron, Olivier Colliot, Stanley Durrleman, Stéphanie Allassonnière for the Alzheimer’s Disease Neuroimaging Initiative. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 43, no. 9, pp. 3196-3213 (2020). pdf; hal; arxiv (supplements)
Associated code: Code Ocean

Mixtures of Gaussian Graphical Models with Constraints. Thomas Lartigue. Institut Polytechnique de Paris, 2020. pdf

Le profil de méthylome du sang total comme biomarqueur de l’excès des glucocorticoïdes. R Armignacco, A Jouinot, L Bouys, A Septier, T Lartigue, M Neou, C Gaspar, K Perlemoine, L Braun, A Riester, F Bonnet-Serrano, A Blanchard, L Amar, C Scaroni, F Ceccato, G Rossi, TA Williams, CK Larsen, S Allassonnière, MC Zennaro, F Beuschlein, M Reincke, J Bertherat, G Assié. Annales d'Endocrinologie, vol. 82, no. 5, p. 238. Elsevier Masson, 2021. pdf

Identification d’une signature moléculaire d’hypercortisolisme par analyse du methylome du sang total. Roberta Armignacco, Thomas Lartigue, Anne Jouinot, Amandine Septier, Mario Neou, Cassandra Gaspar, Karine Perlemoine, Lucas Bouys, Leah Braun, Anne Riester, Stéphanie Allassonnière, Maria Christina Zennaro, Martin Reincke, Jérôme Bertherat, Felix Beuschlein, Guillaume Assié. Annales d'Endocrinologie, vol. 81, no. 4, p. 180. Elsevier Masson, 2020. pdf

Practical session at the virtual AI4Health Winter School (January 2021): "Gaussian Graphical Model exploration and selection in high dimension low sample size setting".