常识约束下的源编码与传输

Yossef Steinberg
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引用次数: 6

摘要

本文研究了在要求编码器能够产生由解码器构造的压缩源的精确副本的情况下的源编码问题。这一要求在这里被称为共同知识约束,在单源率失真理论中是自动满足的。然而,在解码器有侧信息的有损源编码问题(Wyner-Ziv问题)、分布式源编码和网络源信道联合编码的常见表述中,目的端可以利用它接收到的信息,而这种信息不能在发送端精确地复制。某些应用,如敏感医疗信息的传输,可能要求双方——发送方和接收方——共享压缩数据的共同版本,以便将来讨论或咨询。这项工作的目的是研究在有损源编码的情况下,常识约束对可实现速率的影响。针对解码器处存在侧信息的源编码问题,在共同知识约束下,提出了一种单字母表征率失真函数的方法。研究了该约束对退化广播信道联合源信道编码问题的影响。具体来说,在这种设置中,基于分离的方案获得了最佳的畸变。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Source coding and transmission under common knowledge constraints
This work studies problems of source coding under the requirement that the encoder can produce an exact copy of the compressed source constructed by the decoder. This requirement, termed here as a common knowledge constraint, is satisfied automatically in rate-distortion theory for single sources. However, in the common formulation of problems of lossy source coding with side information at the decoder (the Wyner-Ziv problem), distributed source coding, and joint source-channel coding for networks, the destination can exploit the information it receives in a manner that cannot be exactly reproduced at the sender side. Some applications, like the transmission of sensitive medical information, may require that both sides - the sender and the receiver - will share a common version of the compressed data, for the purpose of future discussions or consulting. The purpose of this work is to study the implications of common knowledge constraints on the achievable rates in scenarios of lossy source coding. A single letter characterization of the rate distortion function is developed, for the problem of source coding with side information at the decoder, under a common knowledge constraint. Implications of this constraint on problems of joint source channel coding for the degraded broadcast channel are studied. Specifically, it is shown that in this setup, a scheme based on separation achieves optimal distortions.
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