Title :
Delay and Redundancy in Lossless Source Coding
Author :
Shayevitz, Ofer ; Meron, Eado ; Feder, Meir ; Zamir, Ram
Author_Institution :
Dept. of Electr. Eng./Syst., Tel Aviv Univ., Tel Aviv, Israel
Abstract :
The penalty incurred by imposing a finite delay constraint in lossless source coding of a memoryless source is investigated. It is well known that for the so-called block-to-variable and variable-to-variable codes, the redundancy decays at best polynomially with the delay, where in this case the delay is identified with the source block length or maximal source phrase length, respectively. In stark contrast, it is shown that for sequential codes (e.g., a delay-limited arithmetic code) the redundancy can be made to decay exponentially with the delay constraint. The corresponding redundancy-delay exponent is shown to be at least as good as the Rényi entropy of order 2 of the source, but (for almost all sources) not better than a quantity depending on the minimal source symbol probability and the alphabet size.
Keywords :
arithmetic codes; block codes; memoryless systems; probability; sequential codes; source coding; block-to-variable codes; finite delay constraint; lossless source coding; memoryless source; redundancy decays; redundancy delay exponent; sequential codes; source symbol probability; variable-to-variable codes; Decoding; Delays; Entropy; Redundancy; Source coding; Upper bound; Lossless source coding; arithmetic coding; coding delay; redundancy;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2014.2331954