Abstract
This paper considers the problem of lossy source coding with a specific distortion measure: logarithmic loss. The focus of this paper is on the single-shot approach, which exposes crisply the connection between lossless source coding with list decoding and lossy source coding with log-loss. Fixed-length and variable-length bounds are presented. Fixed-length bounds include the single-shot fundamental limit for average as well as excess distortion. Variable-length bounds include the single-shot fundamental limit for average as well as excess length. Two multiterminal problems are addressed: coding with side information (Wyner-Ziv) and multiple descriptions coding. In both the cases, the application of the Shannon-McMillan theorem to the single-shot bounds yields the rate-distortion function and the rate distortion-region for stationary ergodic sources.
Original language | English (US) |
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Pages (from-to) | 129-147 |
Number of pages | 19 |
Journal | IEEE Transactions on Information Theory |
Volume | 64 |
Issue number | 1 |
DOIs | |
State | Published - 2018 |
All Science Journal Classification (ASJC) codes
- Information Systems
- Computer Science Applications
- Library and Information Sciences
Keywords
- Logarithmic loss
- Lossy data compression
- Multiple-descriptions coding
- Rate-distortion function
- Shannon theory
- Single-shot approach
- Wyner-Ziv coding