Publications and Preprints

• Louvet A., Mantoux C., Machon N. (2024). Assessing the extinction risk of the spontaneous flora in urban tree bases. PLOS Computational Biology 20(6): e1012191. [Paper, Code]

• Mantoux, C. (2022). Statistical Modeling and Inference for Populations of Networks and Longitudinal Data. PhD Thesis, École polytechnique. [PDF]

• Mantoux, C., Durrleman, S., & Allassonnière, S. (2022). Asymptotic Analysis of a Matrix Latent Decomposition Model. ESAIM: Probability and Statistics, 26, 208–242. [Paper]

• Mantoux, C., Couvy-Duchesne, B., Cacciamani, F., Epelbaum, S., Durrleman, S., & Allassonnière, S. (2021). Understanding the Variability in Graph Data Sets through Statistical Modeling on the Stiefel Manifold. Entropy, 23(4), 490. [Paper, Code]

• Chadebec, C., Mantoux, C., & Allassonnière, S. (2020). Geometry-Aware Hamiltonian Variational Auto-Encoder. arXiv:2010.11518. (Preprint) [Paper]

• Mantoux, C., Durrleman, S., De Vico Fallani, F., Allassonnière, S. (2020). Sparse Low Rank Decomposition for Graph Data Sets. (Preprint) [Paper, Code]

• Mantoux, C (2019). Investigating Variational Bayesian Methods, CMAP, École polytechnique, France. (Master’s Thesis) [PDF]