Nathan Doumèche
7
Documents
Publications
Publications
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Forecasting time series with constraints2025 |
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Human spatial dynamics for electricity demand forecasting: the case of France during the 2022 energy crisis2023 |
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Physics-informed machine learning : a mathematical framework with applications to time series forecastingStatistics [math.ST]. Sorbonne Université, 2025. English. ⟨NNT : 2025SORUS105⟩ |
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Physics-informed kernel learningJournal of Machine Learning Research, 2025, 26 (124), pp.1-39 |
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On the convergence of PINNsBernoulli, 2025, 31, pp.2127-2151. ⟨10.3150/24-bej1799⟩ |
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Forecasting Electric Vehicle Charging Station Occupancy: Smarter Mobility Data ChallengeJournal of Data-centric Machine Learning Research, 2024, 1 |
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Physics-informed machine learning as a kernel methodCOLT 2024 - Thirty Seventh Conference on Learning Theory, Jun 2024, Edmonton, Canada. pp.1399-1450 |
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