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A data-driven framework for dimensionality reduction and causal inference in climate fields

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Thangima Zannat

Stefan Laure

Laure Aeschimann

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Laure Fourchaud

 

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Singular vectors, predictability and ensemble forecasting for weather and climate, и . Journal of Physics A: Mathematical and Theoretical, 46 (25): 254018+ (28.06.2013)Greenhouse-gas forced changes in the Atlantic meridional overturning circulation and related worldwide sea-level change, , , , , , , , , и 7 other автор(ы). Climate Dynamics, (02.08.2022)Discovering Causal Relations and Equations from Data., , , , , , , , , и . CoRR, (2023)Deep Probability Estimation., , , , , , , , , и 1 other автор(ы). ICML, том 162 из Proceedings of Machine Learning Research, стр. 13746-13781. PMLR, (2022)The Impact of Tropical Precipitation on Summertime Euro-Atlantic Circulation via a Circumglobal Wave Train, , , и . Journal of Climate, 31 (16): 6481--6504 (августа 2018)Deep Probability Estimation., , , , , , , , и . CoRR, (2021)ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators., , , , , , , , , и 39 other автор(ы). CoRR, (2023)Data-driven multiscale modeling of subgrid parameterizations in climate models., , и . CoRR, (2023)GCM-Filters: A Python Package for Diffusion-based Spatial Filtering of Gridded Data., , , , , , , , , и 3 other автор(ы). J. Open Source Softw., 7 (69): 3947 (2022)A data-driven framework for dimensionality reduction and causal inference in climate fields, , и . (2024)