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stat.ML2024
Distributional Regression U-Nets for the Postprocessing of Precipitation Ensemble Forecasts
Romain Pic, Clément Dombry, Philippe Naveau +1
Accurate precipitation forecasts have a high socio-economic value due to their role in decision-making in various fields such as transport networks and farming. We propose a global…
stat.ML2017★ 50 cited
Forest-based methods and ensemble model output statistics for rainfall ensemble forecasting
Maxime Taillardat, Anne-Laure Fougères, Philippe Naveau +1
Rainfall ensemble forecasts have to be skillful for both low precipitation and extreme events. We present statistical post-processing methods based on Quantile Regression Forests (…