Romain Pic’s Webpage
I’m a third year PhD Student at LMB (CNRS/UBFC).
My research is focused on combining Statistical Learning/Machine Learning and Extreme Value Theory to improve weather forecasting. I work with Clément Dombry (LMB), Philippe Naveau (LSCE) and Maxime Taillardat (CNRM/Météo France).
Publications
[Published] A new methodology to predict the oncotype scores based on clinico-pathological data with similar tumor profiles
Al Masry, Zeina, Pic, Romain, Dombry, Clément, & Devalland, Christine (2023). "A new methodology to predict the oncotype scores based on clinico-pathological data with similar tumor profiles". Breast Cancer Research and Treatment.
[Submitted] Stone’s theorem for distributional regression in Wasserstein distance
Dombry, Clément, Modeste, Thibault, & Pic, Romain (2023). "Stone’s theorem for distributional regression in Wasserstein distance". arXiv.
[Published] Evaporation-Driven Cellular Patterns in Confined Hyperelastic Hydrogels
Saintyves, Baudouin, Pic, Romain, Mahadevan, L., & Bischofberger, Irmgard. "Evaporation-Driven Cellular Patterns in Confined Hyperelastic Hydrogels". Physics Review Letter.
[Published] Distributional regression and its evaluation with the CRPS: Bounds and convergence of the minimax risk
Pic, Romain, Dombry, Clément, Naveau, Philippe, & Taillardat, Maxime (2022). "Distributional regression and its evaluation with the CRPS: Bounds and convergence of the minimax risk". International Journal of Forecasting.
Talks
U-Net based Methods for the Postprocessing of Precipitation Ensemble Forecasting
Talk at EVA 23 in Bocconi University, Milan, Italia
Prediction of Oncotype DX using Distributional Regression Forests
Talk at Bio Math workshop, Besançon, FR
U-Net based Methods for the Postprocessing of Precipitation Ensemble Forecasting
Talk at EGU - Session NP5.1, Vienna, Austria
[Poster] Mathematical Properties of Continuous Ranked Probability Score Forecasting
Poster at EGU - Session NP5.1, Vienna, Austria
[Poster] Prediction of Oncotype DX using Distributional Regression Forests
Poster at MSHE, Besançon, France
Forecast Verification and Data Assimilation Workshop
Talk at University of Reading, Reading, UK
Reading Group of WMO Joint Working Group on Forecast Verification Research
Talk at Zoom, Online
53e Journées de Statistique
Talk at Université Claude Bernard Lyon 1, Lyon, France
Machine Learning and Uncertainties in Climate Simulations
Talk at Henri Lebesgue Center, Moulin Mer, France
Forum des Jeunes Mathématicien.ne.s 2021
Talk at Laboratoire de Mathématiques de Besançon, Besançon, France