Ontology highlight
ABSTRACT:
SUBMITTER: Leng S
PROVIDER: S-EPMC7251131 | biostudies-literature | 2020 May
REPOSITORIES: biostudies-literature
Leng Siyang S Ma Huanfei H Kurths Jürgen J Lai Ying-Cheng YC Lin Wei W Aihara Kazuyuki K Chen Luonan L
Nature communications 20200526 1
Causality detection likely misidentifies indirect causations as direct ones, due to the effect of causation transitivity. Although several methods in traditional frameworks have been proposed to avoid such misinterpretations, there still is a lack of feasible methods for identifying direct causations from indirect ones in the challenging situation where the variables of the underlying dynamical system are non-separable and weakly or moderately interacting. Here, we solve this problem by developi ...[more]