Information inequalities and finite groups : an overview

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 network...

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Main Authors: Markin, Nadya, Oggier, Frédérique
Other Authors: School of Physical and Mathematical Sciences
Format: Conference or Workshop Item
Language:English
Published: 2015
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Online Access:https://hdl.handle.net/10356/104953
http://hdl.handle.net/10220/24987
http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/xpl/articleDetails.jsp?tp=&arnumber=6979933&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6979933
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spelling sg-ntu-dr.10356-1049532023-02-28T19:18:07Z Information inequalities and finite groups : an overview Markin, Nadya Oggier, Frédérique School of Physical and Mathematical Sciences 2014 International Symposium on Information Theory and its Applications (ISITA) DRNTU::Science::Mathematics 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. Accepted version 2015-02-02T01:45:02Z 2019-12-06T21:43:24Z 2015-02-02T01:45:02Z 2019-12-06T21:43:24Z 2014 2014 Conference Paper Markin, N., & Oggier, F. (2014). Information inequalities and finite groups : an overview. 2014 International Symposium on Information Theory and its Applications (ISITA). https://hdl.handle.net/10356/104953 http://hdl.handle.net/10220/24987 http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/xpl/articleDetails.jsp?tp=&arnumber=6979933&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6979933 182299 en © 2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: [http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/xpl/articleDetails.jsp?tp=&arnumber=6979933&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6979933]. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Science::Mathematics
spellingShingle DRNTU::Science::Mathematics
Markin, Nadya
Oggier, Frédérique
Information inequalities and finite groups : an overview
description 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.
author2 School of Physical and Mathematical Sciences
author_facet School of Physical and Mathematical Sciences
Markin, Nadya
Oggier, Frédérique
format Conference or Workshop Item
author Markin, Nadya
Oggier, Frédérique
author_sort Markin, Nadya
title Information inequalities and finite groups : an overview
title_short Information inequalities and finite groups : an overview
title_full Information inequalities and finite groups : an overview
title_fullStr Information inequalities and finite groups : an overview
title_full_unstemmed Information inequalities and finite groups : an overview
title_sort information inequalities and finite groups : an overview
publishDate 2015
url https://hdl.handle.net/10356/104953
http://hdl.handle.net/10220/24987
http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/xpl/articleDetails.jsp?tp=&arnumber=6979933&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6979933
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