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Published April 1, 2006 | public
Journal Article Open

On rate-distortion with mixed types of side information

Abstract

In this correspondence, we consider rate-distortion examples in the presence of side information. For a system with some side information known at both the encoder and decoder, and some known only at the decoder, we evaluate the rate distortion function for both Gaussian and binary sources. While the Gaussian example is a straightforward generalization of the corresponding result by Wyner, the binary example proves more difficult and is solved using a multidimensional optimization approach. Leveraging the insights gained from the binary example, we then solve the more complicated binary Heegard and Berger problem of decoding when side information may be present. The results demonstrate the existence of a new type of successive refinement in which the refinement information is decoded together with side information that is not available for the initial description.

Additional Information

© Copyright 2006 IEEE. Reprinted with permission. Manuscript received November 15, 2003; revised August 15, 2005. [Posted online: 2006-04-03] This work is supported in part by the NationalScience Foundation Award CCR-0220039 and under a Grant from the Lee Center for Advanced Networking at Caltech. The material in this correspondence was presented in part at the IEEE International Symposium on Information Theory, Yokohama, Japan, June/July 2003. Communicated by V. A. Vaishampayan, Associate Editor At Large.

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August 22, 2023
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