10 citations · 16 across the 5 of their papers we have counts for
7 papers
A dataset of one-dimensional idealized probabilistic fields
Gregor Skok, Romain Pic
Verification of probabilistic weather forecasts remains a crucial aspect of numerical weather prediction, as new AI-based models become more widely used alongside the more traditio…
Spatial Aggregation of ROC and Precision-Recall Curves
Romain Pic, Zhongwei Zhang, Sebastian Engelke +1
Receiver Operating Characteristic (ROC) and Precision-Recall (PR) curves are widely used to assess the discrimination ability of forecasts for binary events, such as threshold exce…
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…
Proper Scoring Rules for Multivariate Probabilistic Forecasts based on Aggregation and Transformation
Romain Pic, Clément Dombry, Philippe Naveau +1
Proper scoring rules are an essential tool to assess the predictive performance of probabilistic forecasts. However, propriety alone does not ensure an informative characterization…
A new methodology to predict the oncotype scores based on clinico-pathological data with similar tumor profiles
Zeina Al Masry, Romain Pic, Clément Dombry +1
Introduction: The Oncotype DX (ODX) test is a commercially available molecular test for breast cancer assay that provides prognostic and predictive breast cancer recurrence informa…
Stone's theorem for distributional regression in Wasserstein distance
Clément Dombry, Thibault Modeste, Romain Pic
We extend the celebrated Stone's theorem to the framework of distributional regression. More precisely, we prove that weighted empirical distribution with local probability weights…
Distributional regression and its evaluation with the CRPS: Bounds and convergence of the minimax risk
Romain Pic, Clément Dombry, Philippe Naveau +1
The theoretical advances on the properties of scoring rules over the past decades have broadened the use of scoring rules in probabilistic forecasting. In meteorological forecastin…