A unified approach to weak universal source coding
- 1 November 1978
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Information Theory
- Vol. 24 (6) , 674-682
- https://doi.org/10.1109/tit.1978.1055960
Abstract
A new method of constructing a universal sequence of block codes for coding a class of ergodic sources is given. With this method, a weakly universal sequence of codes is constructed for variable-rate noise. less coding and for fixed- and variable-rate coding with respect to a fidelity criterion. In this way a unified approach to weak universal block source coding is obtained. For the noiseless variable-rate coding and the fixed-rate coding with respect to fidelity criterion, the assumptions made on the alphabets, distortion measures, and class of sources are both necessary and sufficient. For fixed-rate coding with respect to a fidelity criterion, the sample distortion of the universal code sequence converges inL^{l}norm for each source to the optimum distortion for that source. For both variable-rate noiseless coding and variable-rate coding with respect to a fidelity criterion, the sample rate of the universal code sequence converges inL^{1}norm for each source to the optimum rate for that source. Using this fact, a universal sequence of codes for fixed-rate noiseless coding is obtained. Some applications to stationary nonergodic sources are also considered. The results of Davisson, Ziv, Neuhoff, Gray, Pursley, and Mackenthun are extended.Keywords
This publication has 12 references indexed in Scilit:
- Estimation of a Convex Real Parameter of an Unknown Information SourceThe Annals of Probability, 1979
- Variable-rate universal block source coding subject to a fidelity constraintIEEE Transactions on Information Theory, 1978
- The Distortion-Rate Function for Nonergodic SourcesThe Annals of Probability, 1978
- A generalization of the Pursley-Davisson- Mackenthun universal variable-rate coding theoremIEEE Transactions on Information Theory, 1977
- Variable-rate coding for classes of sources with generalized alphabetsIEEE Transactions on Information Theory, 1977
- Variable rate coding for nonergodic sources and classes of ergodic sources subject to a fidelity constraintIEEE Transactions on Information Theory, 1976
- Fixed rate universal block source coding with a fidelity criterionIEEE Transactions on Information Theory, 1975
- Coding of sources with unknown statistics--II: Distortion relative to a fidelity criterionIEEE Transactions on Information Theory, 1972
- Coding of sources with unknown statistics--I: Probability of encoding errorIEEE Transactions on Information Theory, 1972
- Ergodic setsBulletin of the American Mathematical Society, 1952