Robust inference of causality in high-dimensional dynamical processes from the Information Imbalance of distance ranks
We introduce an approach which allows detecting causal relationships between variables for which the time evolution is available. Causality is assessed by a variational scheme based on the Information Imbalance of distance ranks, a statistical test capable of inferring the relative information conte...
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Published in | Proceedings of the National Academy of Sciences - PNAS Vol. 121; no. 19; p. e2317256121 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
United States
National Academy of Sciences
07.05.2024
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Subjects | |
Online Access | Get full text |
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