Asymptotics and Non-asymptotics for Universal Fixed-to-Variable Source Coding
Abstract
Universal fixed-to-variable lossless source coding for memoryless sources is studied in the finite blocklength and higher-order asymptotics regimes. Optimal third-order coding rates are derived for general fixed-to-variable codes and for prefix codes. It is shown that the non-prefix Type Size code, in which codeword lengths are chosen in ascending order of type class size, achieves the optimal third-order rate and outperforms classical Two-Stage codes. Converse results are proved making use of a result on the distribution of the empirical entropy and Laplace's approximation. Finally, the fixed-to-variable coding problem without a prefix constraint is shown to be essentially the same as the universal guessing problem.
Keywords
Cite
@article{arxiv.1412.4444,
title = {Asymptotics and Non-asymptotics for Universal Fixed-to-Variable Source Coding},
author = {Oliver Kosut and Lalitha Sankar},
journal= {arXiv preprint arXiv:1412.4444},
year = {2014}
}
Comments
32 pages, 1 figure. Submitted to IEEE Transactions on Information Theory, Dec. 2014