Title | ||
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Fixed-Rate Zero-Delay Source Coding for Stationary Vector-Valued Gauss-Markov Sources |
Abstract | ||
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We consider a fixed-rate zero-delay source coding problem where a stationary vector-valued Gauss-Markov source is compressed subject to an average mean-squared error (MSE) distortion constraint. We address the problem by considering the Gaussian nonanticipative rate distortion function (NRDF) which is a lower bound to the zero-delay Gaussian RDF. Then, we use its corresponding optimal “test-channel” to characterize the stationary Gaussian NRDF and evaluate the corresponding information rates. We show that the Gaussian NRDF can be achieved by p-parallel fixed-rate scalar uniform quantizers of finite support with dithering signal up to a multiplicative distortion factor and a constant rate penalty. We demonstrate our framework with a numerical example. |
Year | DOI | Venue |
---|---|---|
2018 | 10.1109/DCC.2018.00034 | 2018 Data Compression Conference |
Keywords | Field | DocType |
Fixed rate coding,vector sources,zero delay coding,Gauss Markov | Applied mathematics,Multiplicative function,Upper and lower bounds,Computer science,Scalar (physics),Markov chain,Theoretical computer science,Gaussian,Decoding methods,Dither,Distortion | Conference |
ISSN | ISBN | Citations |
1068-0314 | 978-1-5386-4884-1 | 0 |
PageRank | References | Authors |
0.34 | 4 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Photios Stavrou | 1 | 49 | 13.47 |
Jan Østergaard | 2 | 201 | 28.38 |