Who I am
I am a tenured research scientist (CR) at Université Côte d’Azur, Inria Sophia Antipolis. My research interest is in the development of statistical and machine learning methods for the analysis of large-scale and heterogeneous biomedical data. Current research topics include Bayesian modeling and uncertainty quantification, time-series analysis, latent variable models, and federated learning.
Inria Sophia Antipolis
Epione Research Group
News
- 11/2019. I will lecture on latent variable models at the IEEE Winter School on Imaging Genetics , organised by Verona University, Italy.
- 11/2019. Presenting our work on imaging-genetics in Alzheimer's disease at the 2019 Atelier France Genomique, in Nice, France.
- 11/2019. I had the honour to present our works to the workshop Alzheimer's Disease Strategic Roadmap 2019: time for Tau, organised by Geneva University Hospitals, CH.
- 10/2019. Honured to present to the meeting The Future of Medicines Starts Now, organised by Menarini Foundation, Italy.
- 09/2019. Congratulations to Clément Abi Nader for his paper "Monotonic Gaussian Process for spatio-temporal disease progression modeling in brain imaging data" accepted in NeuroImage.
- 06/2019. Congratulations to Sara Garbarino for the prestigious IPMI 2019 Erbsmann Award for the work "Modeling and inference of spatio-temporal protein dynamics across brain networks". Well done Sara, this is a fantastic achievement!
- 04/2019. The work of Luigi Antelmi "Sparse Multi-Channel Variational Autoencoder for the Joint Analysis of Heterogeneous Data" was accepted at the 36th International Conference on Machine Learning (ICML).
- 04/2019. I had the honour to present our work at the Colloque du Collège de France "L’imagerie médicale à l’heure de l’IA : défis et opportunités".
- 04/2019. Great oral presentation of Santiago Silva of our work "Federated Learning in Distributed Biomedical Databases: Meta-analysis of Large-scale Brain Imaging Data", at the International Symposium on Biomedical Imaging (ISBI), Venice.
- 04/2019. The work of Jaume Banus "Large Scale Cardiovascular Model Personalisation for Mechanistic Analysis of Heart and Brain Interactions" was accepted as oral podium presentation at the 10th international conference on Functional Imaging and Modeling of the Heart (FIMH).
- 03/2019. The work of Sara Garbarino "Modeling and inference of spatio-temporal protein dynamics across brain networks" ( ArXiv preprint ) was accepted as oral podium presentation at the 26th international conference on Information Processing in Medical Imaging (IPMI).
- 02/2019. The ArXiv preprint of the work of Clément Abi Nader "Monotonic Gaussian Process for Spatio-Temporal Trajectory Separation in Brain Imaging Data" is finally online!