Title :
An achievability proof for the lossy coding of Markov sources with feed-forward
Author :
Asoodeh, Shahab ; Alajaji, Fady ; Linder, Tamas
Author_Institution :
Dept. of Math. & Stat., Queen´s Univ., Kingston, ON, Canada
Abstract :
The lossy source coding problem with feed-forward link was recently introduced in [1] and the corresponding rate-distortion function was derived in [2] and [3] for stationary and ergodic sources and for arbitrary sources with memory, respectively. The achievability schemes of [2] and [3] are mainly based on codetrees. In this work, we give an alternative proof of achievability for binary asymmetric Markov sources via a simple coding scheme that utilizes optimal lossy coding for Bernoulli sources. We then generalize this coding scheme for m-ary Markov sources and show its optimality for the distortion region where the Shannon lower bound is tight.
Keywords :
Markov processes; distortion; feedforward; source coding; Bernoulli sources; Shannon lower bound; binary asymmetric Markov sources; codetrees; distortion region; ergodic sources; feed-forward link; lossy source coding problem; m-ary Markov sources; optimal lossy coding; rate-distortion function; stationary sources; Channel coding; Decoding; Markov processes; Rate-distortion; Silicon; Source coding;
Conference_Titel :
Information Theory (CWIT), 2013 13th Canadian Workshop on
Conference_Location :
Toronto, ON
DOI :
10.1109/CWIT.2013.6621594