DocumentCode
1037550
Title
Successive refinement of information: characterization of the achievable rates
Author
Rimoldi, Bixio
Author_Institution
Dept. of Electr. Eng., Missouri Univ., St. Louis, MO, USA
Volume
40
Issue
1
fYear
1994
fDate
1/1/1994 12:00:00 AM
Firstpage
253
Lastpage
259
Abstract
Let R(·) be the rate-distortion function. Assume that we want to describe a source with distortion no larger than Δ1 . From the rate-distortion theory we know that we need to do so at a rate R1 no smaller than R(Δ1) [bits/symbol]. If it turns out that a more accurate description at distortion Δ2, Δ2<Δ1 , is desirable, one can transmit additional information at some rate ΔR. What is the minimal value for ΔR? More generally, which are the achievable (R1, R2) pairs for which, with high probability, one can describe the source at rate R1 and incur distortion not exceeding Δ1 and refine this description at a rate R2-R1 obtaining a final distortion not exceeding Δ2? The achievable region containing those pairs is characterized. An interpretation of Equitz and Cover´s Markov condition is given. The Markov condition characterizes those cases for which (R(Δ1), R(Δ2)) is an achievable pair
Keywords
Markov processes; information theory; Equitz and Cover´s Markov condition; achievable rates characterisation; information refinement; source description; Convergence; Rate-distortion; Topology;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/18.272493
Filename
272493
Link To Document