Nature Communications (May 2020)

Partial cross mapping eliminates indirect causal influences

  • Siyang Leng,
  • Huanfei Ma,
  • Jürgen Kurths,
  • Ying-Cheng Lai,
  • Wei Lin,
  • Kazuyuki Aihara,
  • Luonan Chen

DOI
https://doi.org/10.1038/s41467-020-16238-0
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 9

Abstract

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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.