Title :
Bounds on rate distortion with feed forward for stationary and ergodic sources
Author :
Naiss, Iddo ; Permuter, Haim H.
Author_Institution :
Ben Gurion Univ. of the Negev, Beer-Sheva, Israel
fDate :
July 31 2011-Aug. 5 2011
Abstract :
THIS PAPER IS ELIGIBLE FOR THE STUDENT PAPER AWARD. Consider the rate distortion problem of discrete-time, ergodic, and stationary sources with feed forward at the receiver. We derive a sequence of achievable and computable rates that converge to the feed forward rate distortion. For ergodic and stationary sources, we show that for any n, the rate Rn(D)=1/n min I(X̂n →Xn) is achievable, where the minimization is taken over the transition conditioning probability p(x̂n|xn) such that E[d(Xn, X̂n)] ≤ D. The limit of Rn(D) exists and is the feed forward rate distortion. We follow Gallager´s proof where there is no feed forward, and, with appropriate modification, obtain our result. We provide an algorithm for calculating Rn(D) using the alternating minimization procedure, and present several numerical examples.
Keywords :
rate distortion theory; receivers; statistical distributions; statistical mechanics; discrete-time source; ergodic source; feed forward rate distortion; minimization procedure; rate distortion bound; rate distortion problem; stationary source; transition conditioning probability; Channel capacity; Decoding; Delay; Feeds; Markov processes; Minimization; Rate-distortion; Alternating minimization procedure; Blahut-Arimoto algorithm; Causal conditioning; Concatenating code trees; Directed information; Ergodic and stationary sources; Ergodic modes; Geometric programming; Rate distortion with feed forward;
Conference_Titel :
Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on
Conference_Location :
St. Petersburg
Print_ISBN :
978-1-4577-0596-0
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2011.6034152