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Partial cross mapping eliminates indirect causal influences

Authors :
Siyang Leng
Huanfei Ma
Jürgen Kurths
Ying-Cheng Lai
Wei Lin
Kazuyuki Aihara
Luonan Chen
Source :
Nature Communications, Vol 11, Iss 1, Pp 1-9 (2020)
Publication Year :
2020
Publisher :
Nature Portfolio, 2020.

Abstract

It is crucial yet challenging to identify cause-consequence relation in complex dynamical systems where direct causal links can mix with indirect ones. Leng et al. propose a data-driven model-independent method to distinguish direct from indirect causality and test its applicability to real-world data.

Subjects

Subjects :
Science

Details

Language :
English
ISSN :
20411723
Volume :
11
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Nature Communications
Publication Type :
Academic Journal
Accession number :
edsdoj.72498840e1b4a95b6f0ce9021512759
Document Type :
article
Full Text :
https://doi.org/10.1038/s41467-020-16238-0