DocumentCode
639927
Title
Entropy bounds for discrete random variables via coupling
Author
Sason, Igal
Author_Institution
Dept. of Electr. Eng., Technion - Israel Inst. of Technolgy, Haifa, Israel
fYear
2013
fDate
7-12 July 2013
Firstpage
414
Lastpage
418
Abstract
This work provides new bounds on the difference between the entropies of two discrete random variables in terms of the local and total variation distances between their probability mass functions. The derivation of the bounds relies on maximal couplings, and the bounds apply to discrete random variables which are defined over finite or countably infinite alphabets. Loosened versions of these bounds are demonstrated to reproduce some previously reported results. The use of the new entropy bounds is exemplified for the Poisson approximation, where bounds on the local and total variation distances follow from Stein´s method. The full paper version for this work is available at http://arxiv.org/abs/1209.5259.
Keywords
Poisson equation; approximation theory; entropy; Poisson approximation; Stein method; discrete random variables; entropy bounds; maximal couplings; probability mass functions; total variation distances; Approximation methods; Couplings; Digital TV; Entropy; Information theory; Random variables; Upper bound; Entropy; Poisson approximation; Stein´s method; local distance; maximal coupling; total variation distance;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
Conference_Location
Istanbul
ISSN
2157-8095
Type
conf
DOI
10.1109/ISIT.2013.6620259
Filename
6620259
Link To Document