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Inferring causation from time series in Earth system sciences
- Source :
- Nature Communications, Vol 10, Iss 1, Pp 1-13 (2019)
- Publication Year :
- 2019
- Publisher :
- Nature Portfolio, 2019.
-
Abstract
- Questions of causality are ubiquitous in Earth system sciences and beyond, yet correlation techniques still prevail. This Perspective provides an overview of causal inference methods, identifies promising applications and methodological challenges, and initiates a causality benchmark platform.
- Subjects :
- Science
Subjects
Details
- Language :
- English
- ISSN :
- 20411723
- Volume :
- 10
- Issue :
- 1
- Database :
- Directory of Open Access Journals
- Journal :
- Nature Communications
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.9cb78b8c1d74e3fbd7d14afb1c5eee7
- Document Type :
- article
- Full Text :
- https://doi.org/10.1038/s41467-019-10105-3