The rate-distortion function for successive refinement of abstract sources
Creators
Abstract
In successive refinement of information, the decoder refines its representation of the source progressively as it receives more encoded bits. The rate-distortion region of successive refinement describes the minimum rates required to attain the target distortions at each decoding stage. In this paper, we derive a parametric characterization of the rate-distortion region for successive refinement of abstract sources. Our characterization extends Csiszar's result [1] to successive refinement, and generalizes a result by Tuncel and Rose [2], applicable for finite alphabet sources, to abstract sources. The new characterization leads to a family of outer bounds to the rate-distortion region. It also enables new nonasymptotic converse bounds.
Additional Information
© 2017 IEEE. This work was supported in part by the National Science Foundation (NSF) under Grant CCF-1566567.Attached Files
Submitted - 1707.09567.pdf
Files
1707.09567.pdf
Additional details
Additional titles
- Alternative title
- Successive Refinement of Abstract Sources
Identifiers
- Eprint ID
- 80526
- Resolver ID
- CaltechAUTHORS:20170816-161319771
Related works
- Describes
- https://arxiv.org/abs/1707.09567 (URL)
Funding
- NSF
- CCF-1566567
Dates
- Created
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2017-08-16Created from EPrint's datestamp field
- Updated
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2021-11-15Created from EPrint's last_modified field