Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1038/s41467-017-01710-1 |
Inferring causation from time series in Earth system sciences | |
Runge, Jakob1,2; Bathiany, Sebastian3,4; Bollt, Erik5; Camps-Valls, Gustau6; Coumou, Dim7,8; Deyle, Ethan9; Glymour, Clark10; Kretschmer, Marlene8; Mahecha, Miguel D.11; Munoz-Mari, Jordi6; van Nes, Egbert H.4; Peters, Jonas12; Quax, Rick13,14; Reichstein, Markus11; Scheffer, Marten4; Schoelkopf, Bernhard15; Spirtes, Peter10; Sugihara, George9; Sun, Jie5,16,17; Zhang, Kun10; Zscheischler, Jakob18,19,20 | |
2019-06-14 | |
发表期刊 | NATURE COMMUNICATIONS |
ISSN | 2041-1723 |
出版年 | 2019 |
卷号 | 10 |
文章类型 | Article |
语种 | 英语 |
国家 | Germany; England; Netherlands; USA; Spain; Denmark; Switzerland |
英文摘要 | The heart of the scientific enterprise is a rational effort to understand the causes behind the phenomena we observe. In large-scale complex dynamical systems such as the Earth system, real experiments are rarely feasible. However, a rapidly increasing amount of observational and simulated data opens up the use of novel data-driven causal methods beyond the commonly adopted correlation techniques. Here, we give an overview of causal inference frameworks and identify promising generic application cases common in Earth system sciences and beyond. We discuss challenges and initiate the benchmark platform causeme. net to close the gap between method users and developers. |
领域 | 资源环境 |
收录类别 | SCI-E ; SSCI |
WOS记录号 | WOS:000471586600001 |
WOS关键词 | STRATOSPHERIC POLAR VORTEX ; GRANGER-CAUSALITY ; EQUIVALENCE CLASSES ; INFERENCE ; NETWORKS ; MODEL ; PRECIPITATION ; UNCERTAINTY ; INVESTIGATE ; PREDICTION |
WOS类目 | Multidisciplinary Sciences |
WOS研究方向 | Science & Technology - Other Topics |
URL | 查看原文 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/203523 |
专题 | 资源环境科学 |
作者单位 | 1.German Aerosp Ctr, Inst Data Sci, Malzer Str 3, D-07745 Jena, Germany; 2.Imperial Coll, Grantham Inst, London SW7 2AZ, England; 3.Helmholtz Zentrum Geesthacht, Climate Serv Ctr Germany GGERICS, Fischertwiete 1, D-20095 Hamburg, Germany; 4.Wageningen Univ, Dept Environm Sci, POB 47NL, NL-6700 AA Wageningen, Netherlands; 5.Clarkson Univ, C3S2, Dept Math, 8 Clarkson Ave, Potsdam, NY 13699 USA; 6.Univ Valencia, Image Proc Lab, ES-46980 Paterna, Valencia, Spain; 7.Vrije Univ Amsterdam, Inst Environm Studies IVM, Dept Water & Climate Risk, De Boelelaan 1087, NL-1081 HV Amsterdam, Netherlands; 8.Potsdam Inst Climate Impact Res, Earth Syst Anal, Telegraphenberg A62, D-14473 Potsdam, Germany; 9.Univ Calif San Diego, Scripps Inst Oceanog, 9500 Gilman Dr, La Jolla, CA 92093 USA; 10.Carnegie Mellon Univ, Dept Philosophy, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; 11.Max Planck Inst Biogeochem, POB 100164, D-07701 Jena, Germany; 12.Univ Copenhagen, Dept Math Sci, Univ Pk 5, DK-2100 Copenhagen, Denmark; 13.Univ Amsterdam, Inst Informat, POB 94323, NL-1090 GH Amsterdam, Netherlands; 14.Univ Amsterdam, Inst Adv Studies, Oude Turfmarkt 147, NL-1012 GC Amsterdam, Netherlands; 15.Max Planck Inst Intelligent Syst, Max Planck Ring 4, D-72076 Tubingen, Germany; 16.Clarkson Univ, Dept Phys, 8 Clarkson Ave, Potsdam, NY 13699 USA; 17.Clarkson Univ, Dept Comp Sci, 8 Clarkson Ave, Potsdam, NY 13699 USA; 18.Swiss Fed Inst Technol, Inst Atmospher & Climate Sci, Univ Str 16, CH-8092 Zurich, Switzerland; 19.Univ Bern, Climate & Environm Phys, Sidlerstr 5, CH-3012 Bern, Switzerland; 20.Univ Bern, Oeschger Ctr Climate Change Res, CH-3012 Bern, Switzerland |
推荐引用方式 GB/T 7714 | Runge, Jakob,Bathiany, Sebastian,Bollt, Erik,et al. Inferring causation from time series in Earth system sciences[J]. NATURE COMMUNICATIONS,2019,10. |
APA | Runge, Jakob.,Bathiany, Sebastian.,Bollt, Erik.,Camps-Valls, Gustau.,Coumou, Dim.,...&Zscheischler, Jakob.(2019).Inferring causation from time series in Earth system sciences.NATURE COMMUNICATIONS,10. |
MLA | Runge, Jakob,et al."Inferring causation from time series in Earth system sciences".NATURE COMMUNICATIONS 10(2019). |
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