Nathan Doumèche

Publications

Article dans une revue (3)

Physics-informed kernel learning Nathan Doumèche,Francis Bach,Gérard Biau,Claire Boyer Journal of Machine Learning Research, 2025, 26 (124), pp.1-39 Article dans une revue hal-04701052v1
On the convergence of PINNs Nathan Doumèche,Gérard Biau,Claire Boyer Bernoulli, 2025, 31, pp.2127-2151. ⟨10.3150/24-bej1799⟩ Article dans une revue hal-04085519v2
Forecasting Electric Vehicle Charging Station Occupancy: Smarter Mobility Data Challenge Yvenn Amara-Ouali,Yannig Goude,Nathan Doumèche,Pascal Veyret,Alexis Thomaset al. Journal of Data-centric Machine Learning Research, 2024, 1 Article dans une revue hal-04119408v1

Thèse (1)

Physics-informed machine learning : a mathematical framework with applications to time series forecasting Nathan Doumèche Statistics [math.ST]. Sorbonne Université, 2025. English. ⟨NNT : 2025SORUS105⟩ Thèse tel-05167176v1

Pré-publication, Document de travail (2)

Forecasting time series with constraints Nathan Doumèche,Francis Bach,Éloi Bedek,Gérard Biau,Claire Boyeret al. 2025 Pré-publication, Document de travail hal-04942529v1
Human spatial dynamics for electricity demand forecasting: the case of France during the 2022 energy crisis Nathan Doumèche,Yann Allioux,Yannig Goude,Stefania Rubrichi 2023 Pré-publication, Document de travail hal-04219577v2

Communication dans un congrès (1)

Physics-informed machine learning as a kernel method Nathan Doumèche,Francis Bach,Gérard Biau,Claire Boyer COLT 2024 - Thirty Seventh Conference on Learning Theory, Jun 2024, Edmonton, Canada. pp.1399-1450 Communication dans un congrès hal-04447750v2