Reliability in Source Coding With Side Information
We study error exponents for source coding with side information. Both achievable exponents and converse bounds are obtained for the following two cases: lossless source coding with coded information and lossy source coding with full side information (Wyner-Ziv). These results recover and extend sev...
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| Veröffentlicht in: | IEEE transactions on information theory Jg. 58; H. 8; S. 5086 - 5111 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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New York, NY
IEEE
01.08.2012
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 0018-9448, 1557-9654 |
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| Abstract | We study error exponents for source coding with side information. Both achievable exponents and converse bounds are obtained for the following two cases: lossless source coding with coded information and lossy source coding with full side information (Wyner-Ziv). These results recover and extend several existing results on source-coding error exponents and are tight in some circumstances. Our bounds have a natural interpretation as a two-player game between nature and the code designer, with nature seeking to minimize the exponent and the code designer seeking to maximize it. In the Wyner-Ziv problem, our analysis exposes a tension in the choice of test channel with the optimal test channel balancing two competing error events. The Gaussian and binary-erasure cases are examined in detail. |
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| AbstractList | We study error exponents for source coding with side information. Both achievable exponents and converse bounds are obtained for the following two cases: lossless source coding with coded information and lossy source coding with full side information (Wyner-Ziv). These results recover and extend several existing results on source-coding error exponents and are tight in some circumstances. Our bounds have a natural interpretation as a two-player game between nature and the code designer, with nature seeking to minimize the exponent and the code designer seeking to maximize it. In the Wyner-Ziv problem, our analysis exposes a tension in the choice of test channel with the optimal test channel balancing two competing error events. The Gaussian and binary-erasure cases are examined in detail. |
| Author | Wagner, A. B. Kelly, B. G. |
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| Keywords | test channel optimization Lossless circuit Source coding Coding errors side information Lossy medium Optimal test Optimization Information source Error exponents Wyner-Ziv problem Wyner Ziv problem Reliability |
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| SubjectTerms | Applied sciences Channels Coding Coding theory Coding, codes Decoding Entropy Error analysis Error exponents Exact sciences and technology Exponents Games Gaussian Information theory Information, signal and communications theory Joints Lossless Mathematical analysis Mathematical problems Normal distribution Optimization Optimization techniques Random variables Relays side information Signal and communications theory Source coding Telecommunications and information theory test channel optimization Wyner-Ziv problem |
| Title | Reliability in Source Coding With Side Information |
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