Partial Information Decomposition and the Information Delta: A Geometric Unification Disentangling Non-Pairwise Information

Information theory provides robust measures of multivariable interdependence, but classically does little to characterize the multivariable relationships it detects. The Partial Information Decomposition (PID) characterizes the mutual information between variables by decomposing it into unique, redu...

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Bibliographic Details

Published in:	Entropy
Main Authors:	James Kunert-Graf, Nikita Sakhanenko, David Galas
Format:	Article
Language:	English
Published:	MDPI AG 2020-11-01
Subjects:	partial information decomposition information delta synergy co-information non-pairwise dependence
Online Access:	https://www.mdpi.com/1099-4300/22/12/1333