期刊
IEEE TRANSACTIONS ON INFORMATION THEORY
卷 69, 期 7, 页码 4746-4757出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIT.2023.3253133
关键词
Lossy compression; rate-distortion theory; universal coding; random coding
We prove the existence of codebooks that can be universally applied to both finite-alphabet memoryless sources and bounded additive rational distortion measures for d-semifaithful lossy compression. By utilizing independent random selection of codewords based on a mixture of all memoryless sources, we achieve redundancy rates that are within O(log n/n) close to the empirical rate-distortion function for every given source vector and bounded rational distortion measure.
We prove the existence of codebooks for d-semifaithful lossy compression that are simultaneously universal with respect to both the class of finite-alphabet memoryless sources and the class of all bounded additive rational distortion measures. By applying independent random selection of the codewords according to a mixture of all memoryless sources, we achieve redundancy rates that are within O(log n/n) close to the empirical rate-distortion function of every given source vector with respect to every bounded, rational distortion measure.
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