Title :
The universality of grammar-based codes for sources with countably infinite alphabets
Author :
He, Da-Ke ; Yang, En-Hui
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Waterloo, Ont., Canada
Abstract :
In this paper, we investigate the performance of grammar-based codes for sources with countably infinite alphabets. Let Λ denote an arbitrary class of stationary, ergodic sources with a countably infinite alphabet. It is shown that grammar-based codes can be modified so that they are universal with respect to any Λ if and only if there exists a universal code for Λ. Moreover, upper bounds on the worst case redundancies of grammar-based codes among large sets of length-n individual sequences from a countably infinite alphabet are established. Depending upon the conditions satisfied by length-n individual sequences, these bounds range from O(loglogn/logn) to O(1/log1-αn) for some 0<α<1. These results complement the previous universality and redundancy results in the literature on the performance of grammar-based codes for sources with finite alphabets.
Keywords :
probability; redundancy; sequences; source coding; countable infinite alphabet source; ergodic source; grammar-based code; length-n individual sequence; universal code; universal data compression; Arithmetic; Block codes; Collaborative work; Compression algorithms; Councils; Data compression; Entropy; Helium; Image coding; Upper bound; Countably infinite alphabet; entropy; grammar-based coding; redundancy; universal data compression;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2005.856948