• 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