Publications
You can also find my articles on my Google Scholar profile.
Published in Breast Cancer Research and Treatment, 2023
We demonstrate the use of distributional regression and specifically Distributional Random Forests to help practitians understand the relationships between patients and their clinico-pathological data and hence make well-informed decisions on treatments.
Recommended citation: 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. https://doi.org/10.1007/s10549-023-07141-5
Published in , 2023
This paper states extends results of Stone’s theorem to the framework of distributional regression and shows convergence bounds for specific cases.
Recommended citation: Dombry, Clément, Modeste, Thibault, & Pic, Romain (2023). "Stone’s theorem for distributional regression in Wasserstein distance". arXiv. https://arxiv.org/pdf/2302.00975.pdf
Published in Physics Review Letter, 2022
This paper studies the formation of cellular patterns in confined hyperelastic hydrogels and provides a theoretical model to explain the scaling of the size of the cavities.
Recommended citation: Saintyves, Baudouin, Pic, Romain, Mahadevan, L., & Bischofberger, Irmgard. "Evaporation-Driven Cellular Patterns in Confined Hyperelastic Hydrogels". Physics Review Letter. https://doi.org/10.1103/PhysRevLett.131.118202
Published in International Journal of Forecasting, 2022
This paper states results on convergence on the convergence of distributional regression evaluated with the Continuous Ranked Probability Score.
Recommended citation: 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. https://doi.org/10.1016/j.ijforecast.2022.11.001
