Network information and connected correlations.
Publication Year
2003
Type
Journal Article
Abstract
Entropy and information provide natural measures of correlation among elements in a network. We construct here the information theoretic analog of connected correlation functions: irreducible N-point correlation is measured by a decrease in entropy for the joint distribution of N variables relative to the maximum entropy allowed by all the observed N-1 variable distributions. We calculate the "connected information" terms for several examples and show that it also enables the decomposition of the information that is carried by a population of elements about an outside source.
Journal
Phys Rev Lett
Volume
91
Issue
23
Pages
238701
Date Published
2003 Dec 05
ISSN Number
0031-9007
Alternate Journal
Phys Rev Lett
PMID
14683220