Published June 2017 | Version Submitted
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The rate-distortion function for successive refinement of abstract sources

  • 1. ROR icon California Institute of Technology
  • 2. ROR icon University of California, Riverside

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.

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Alternative title
Successive Refinement of Abstract Sources

Identifiers

Eprint ID
80526
Resolver ID
CaltechAUTHORS:20170816-161319771

Related works

Funding

NSF
CCF-1566567

Dates

Created
2017-08-16
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Updated
2021-11-15
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