08:00
09:00
10:00
11:00
12:00
13:00
14:00
15:00
›8:30 (30min)
8:30 - 9:00 (30min)
Welcome coffee
›9:00 (40min)
9:00 - 9:40 (40min)
Plenary Talk
› Distilling Machine Learning's Added Value: Pareto Fronts in Atmospheric Applications
- Tom Beucler, University of Lausanne
09:00-09:40 (40min)
›9:40 (1h)
9:40 - 10:40 (1h)
Deep learning
› Deep kernel learning for geostatistics
- Thomas Romary, Mines Paris - PSL (École nationale supérieure des mines de Paris)
09:40-10:00 (20min)
› Score-based Generative Models for Heavy-tail and Rainfall Generation
- Fassina Tiziano, Ecole des Mines - PSL - Fontainebleau
10:00-10:20 (20min)
› Simulations of spatial random field with deep generative adversarial networks
- Charlie GARAYT, Mines Paris - PSL (École nationale supérieure des mines de Paris)
10:20-10:40 (20min)
›10:40 (20min)
10:40 - 11:00 (20min)
Coffee break
›11:00 (40min)
11:00 - 11:40 (40min)
Plenary Talk
› Non-parametric intensity estimation of spatial point processes by random forests
- Christophe Biscio, Department of Mathematical Sciences [Aalborg]
11:00-11:40 (40min)
›11:40 (40min)
11:40 - 12:20 (40min)
Spatio-temporal
› Spatio-temporal generation of precipitations using a spatially correlated Bernoulli and hidden Markov model
- Caroline Cognot, EDF Labs, Mathématiques et Informatique Appliquées
11:40-12:00 (20min)
› The modelling of counts of continuously moving individuals: a space-time geostatistical mindset for movement ecology
- Ricardo Carrizo Vergara, Swiss Ornithological Institute
12:00-12:20 (20min)
›12:20 (1h40)
12:20 - 14:00 (1h40)
Lunch
›14:00 (40min)
14:00 - 14:40 (40min)
Plenary Talk
› Rare event simulations, emulators, and machine learning for predicting extreme heat waves and extremes of renewable electricity production
- Freddy Bouchet, Laboratoire de Météorologie Dynamique (UMR 8539)
14:00-14:40 (40min)
›14:40 (1h)
14:40 - 15:40 (1h)
Climate and extremes
› Local area coefficients for spatial excursion sets, and how to use them for estimating nonstationary covariance models
- Thomas Opitz, BioSP-INRAE
14:40-15:00 (20min)
› Graphical models for extreme events : understanding joint extremes of precipitation and river flow through graphical models
- Rita Maatouk, École Nationale Supérieure des Mines de Paris [Fontainebleau]
15:00-15:20 (20min)
› Projecting frequencies of extreme rainfall compound events under climate change using bivariate extreme value modeling and bivariate bias corrections
- Grégoire Jacquemin, Mines Paris - PSL (École nationale supérieure des mines de Paris)
15:20-15:40 (20min)
