Lossless Source Coding in the Point-to-Point, Multiple Access, and Random Access Scenarios

被引:0
|
作者
Chen, Shuqing [1 ]
Effros, Michelle [1 ]
Kostina, Victoria [1 ]
机构
[1] CALTECH, Dept Elect Engn, Pasadena, CA 91125 USA
基金
美国国家科学基金会;
关键词
ASYMPTOTICS;
D O I
10.1109/isit.2019.8849742
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper treats point-to-point, multiple access and random access lossless source coding in the finite-blocklength regime. A random coding technique is developed, and its power in analyzing the third-order coding performance is demonstrated in all three scenarios. Results include a third-order-optimal characterization of the Slepian-Wolf rate region and a proof showing that for dependent sources, the independent encoders used by Slepian-Wolf codes can achieve the same third-order-optimal performance as a single joint encoder. The concept of random access source coding, which generalizes the multiple access scenario to allow for a subset of participating encoders that is unknown a priori to both the encoders and the decoder, is introduced. Contributions include a new definition of the probabilistic model for a random access-discrete multiple source, a general random access source coding scheme that employs a rateless code with sporadic feedback, and an analysis demonstrating via a random coding argument that there exists a deterministic code of the proposed structure that simultaneously achieves the third-order-optimal performance of Slepian-Wolf codes for all possible subsets of encoders.
引用
收藏
页码:1692 / 1696
页数:5
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