GSTDTAP  > 资源环境科学
DOI10.1038/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
ISSN2041-1723
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).
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Runge, Jakob]的文章
[Bathiany, Sebastian]的文章
[Bollt, Erik]的文章
百度学术
百度学术中相似的文章
[Runge, Jakob]的文章
[Bathiany, Sebastian]的文章
[Bollt, Erik]的文章
必应学术
必应学术中相似的文章
[Runge, Jakob]的文章
[Bathiany, Sebastian]的文章
[Bollt, Erik]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。