24 citations · 80 across the 13 of their papers we have counts for
3 papers · 1 filter
A VAE Approach to Sample Multivariate Extremes
Nicolas Lafon, Philippe Naveau, Ronan Fablet
Generating accurate extremes from an observational data set is crucial when seeking to estimate risks associated with the occurrence of future extremes which could be larger than t…
Learning Latent Dynamics for Partially-Observed Chaotic Systems
Said Ouala, Duong Nguyen, Lucas Drumetz +5
This paper addresses the data-driven identification of latent dynamical representations of partially-observed systems, i.e., dynamical systems for which some components are never o…
Sea surface temperature prediction and reconstruction using patch-level neural network representations
Said Ouala, Cedric Herzet, Ronan Fablet
The forecasting and reconstruction of ocean and atmosphere dynamics from satellite observation time series are key challenges. While model-driven representations remain the classic…