Detecting and quantifying causal associations in large nonlinear time series datasets J Runge, P Nowack, M Kretschmer, S Flaxman, D Sejdinovic Science advances 5 (11), eaau4996, 2019 | 890 | 2019 |
Inferring causation from time series in Earth system sciences J Runge, S Bathiany, E Bollt, G Camps-Valls, D Coumou, E Deyle, ... Nature communications 10 (1), 2553, 2019 | 836 | 2019 |
Divergent consensuses on Arctic amplification influence on midlatitude severe winter weather J Cohen, X Zhang, J Francis, T Jung, R Kwok, J Overland, TJ Ballinger, ... Nature Climate Change 10 (1), 20-29, 2020 | 727 | 2020 |
Using causal effect networks to analyze different Arctic drivers of midlatitude winter circulation M Kretschmer, D Coumou, JF Donges, J Runge Journal of climate 29 (11), 4069-4081, 2016 | 298 | 2016 |
More-persistent weak stratospheric polar vortex states linked to cold extremes M Kretschmer, D Coumou, L Agel, M Barlow, E Tziperman, J Cohen Bulletin of the American Meteorological Society 99 (1), 49-60, 2018 | 246 | 2018 |
The different stratospheric influence on cold-extremes in Eurasia and North America M Kretschmer, J Cohen, V Matthias, J Runge, D Coumou npj Climate and Atmospheric Science 1 (1), 44, 2018 | 130 | 2018 |
Early prediction of extreme stratospheric polar vortex states based on causal precursors M Kretschmer, J Runge, D Coumou Geophysical research letters 44 (16), 8592-8600, 2017 | 86 | 2017 |
Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach G Di Capua, M Kretschmer, RV Donner, B Van Den Hurk, R Vellore, ... Earth System Dynamics 11 (1), 17-34, 2020 | 68 | 2020 |
Quantifying causal pathways of teleconnections M Kretschmer, SV Adams, A Arribas, R Prudden, N Robinson, E Saggioro, ... Bulletin of the American Meteorological Society 102 (12), E2247-E2263, 2021 | 63 | 2021 |
Network-based forecasting of climate phenomena J Ludescher, M Martin, N Boers, A Bunde, C Ciemer, J Fan, S Havlin, ... Proceedings of the National Academy of Sciences 118 (47), e1922872118, 2021 | 62 | 2021 |
The influence of stratospheric wave reflection on North American cold spells V Matthias, M Kretschmer Monthly Weather Review 148 (4), 1675-1690, 2020 | 58 | 2020 |
The role of Barents–Kara sea ice loss in projected polar vortex changes M Kretschmer, G Zappa, TG Shepherd Weather and Climate Dynamics 1 (2), 715-730, 2020 | 56 | 2020 |
Arctic change and possible influence on mid-latitude climate and weather: a US CLIVAR White Paper J Cohen, X Zhang, J Francis, T Jung, R Kwok, J Overland, T Ballinger, ... US CLIVAR reports, 2018 | 56* | 2018 |
Inferring causation from time series in Earth system sciences, Nat. Commun., 10, 2553 J Runge, S Bathiany, E Bollt, G Camps-Valls, D Coumou, E Deyle, ... | 47 | 2019 |
Detecting and quantifying causal associations in large nonlinear time series datasets, Sci. Adv., 5, eaau4996 J Runge, P Nowack, M Kretschmer, S Flaxman, D Sejdinovic | 42 | 2019 |
Finding the right XAI method—a guide for the evaluation and ranking of explainable AI methods in climate science PL Bommer, M Kretschmer, A Hedström, D Bareeva, MMC Höhne Artificial Intelligence for the Earth Systems 3 (3), e230074, 2024 | 41 | 2024 |
Long-lead statistical forecasts of the Indian summer monsoon rainfall based on causal precursors G Di Capua, M Kretschmer, J Runge, A Alessandri, RV Donner, ... Weather and Forecasting 34 (5), 1377-1394, 2019 | 40 | 2019 |
Reconstructing regime-dependent causal relationships from observational time series E Saggioro, J de Wiljes, M Kretschmer, J Runge Chaos: An Interdisciplinary Journal of Nonlinear Science 30 (11), 2020 | 38 | 2020 |
Potential for early forecast of Moroccan wheat yields based on climatic drivers J Lehmann, M Kretschmer, B Schauberger, F Wechsung Geophysical Research Letters 47 (12), e2020GL087516, 2020 | 31 | 2020 |
The different stratospheric influence on cold-extremes in Eurasia and North America. npj Climate and Atmospheric Science, 1, 44 M Kretschmer, J Cohen, V Matthias, J Runge, D Coumou URL https://doi. org/10.1038/s41612-018-0054-4, 2018 | 27 | 2018 |