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cs.LG2024
Tackling the Accuracy-Interpretability Trade-off in a Hierarchy of Machine Learning Models for the Prediction of Extreme Heatwaves
Alessandro Lovo, Amaury Lancelin, Corentin Herbert +1
When performing predictions that use Machine Learning (ML), we are mainly interested in performance and interpretability. This generates a natural trade-off, where complex models g…
physics.ao-ph2024★ 1 cited
Gaussian Framework and Optimal Projection of Weather Fields for Prediction of Extreme Events
Valeria Mascolo, Alessandro Lovo, Corentin Herbert +1
Extreme events are the major weather-related hazard for humanity. It is then of crucial importance to have a good understanding of their statistics and to be able to forecast them.…