Inferring directional interactions in collective dynamics: a critique to intrinsic mutual information

Inferring directional interactions in collective dynamics: a critique to intrinsic mutual information

Pairwise interactions are critical to collective dynamics of natural and technological systems. Information theory is the gold standard to study these interactions, but recent work has identified pitfalls in the way information flow is appraised through classical metrics—time-delayed mutual informat...

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Bibliographic Details
Main Authors: Pietro De Lellis, Manuel Ruiz Marín, Maurizio Porfiri
Format: Article
Language:English
Published: IOP Publishing 2022-01-01
Series:Journal of Physics: Complexity
Subjects:
information flow
statistical inference
intrinsic mutual information
transfer entropy
time-series analysis
collective behavior
Online Access:https://doi.org/10.1088/2632-072X/acace0

Internet

https://doi.org/10.1088/2632-072X/acace0

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