DocumentCode :
181802
Title :
Information inequalities and finite groups: an overview
Author :
Markin, N. ; Oggier, F.
Author_Institution :
Sch. of Phys. & Math. Sci., Nanyang Technol. Univ., Singapore, Singapore
fYear :
2014
fDate :
26-29 Oct. 2014
Firstpage :
694
Lastpage :
698
Abstract :
An entropic vector is a 2n - 1 dimensional vector collecting all the possible joint entropies of n discrete jointly distributed random variables. The region Γ*n of entropic vectors plays a significant role in network information theory, since it is known that the capacity of large classes of networks can be computed by optimising a linear function over Γ*n, under linear constraints, where n is the number of variables involved in a given network. However so far only Γ*2 and Γ*3 are known. One approach to study Γ*n is to identify smaller regions that serve as inner bounds, and to look for entropic vectors violating inequalities characterising these regions. For example for n = 4, the inequality of interest is the so-called Ingleton inequality. We give an overview of recent work studying entropic vectors using a group theoretic approach. We recall Chan´s technique of constructing random variables from groups and the corresponding notion of (abelian) group representable entropic vectors. We review different works on groups yielding violations of linear rank inequalities, and discuss the classification of finite groups based on the entropic vector that they yield.
Keywords :
entropy; group theory; vectors; Ingleton inequality; abelian group; discrete jointly distributed random variables; entropic vectors; finite group classification; finite groups; group theoretic approach; groups yielding violations; information inequalities; linear function; linear rank inequalities; network information theory; Australia; Cramer-Rao bounds; Entropy; Information theory; Lattices; Random variables; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Theory and its Applications (ISITA), 2014 International Symposium on
Conference_Location :
Melbourne, VIC
Type :
conf
Filename :
6979933
Link To Document :
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