带延迟的无损源编码误差指数

Cheng Chang, A. Sahai
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引用次数: 17

摘要

在信道编码中,以端到端延迟为基本代价,以低于容量的速率进行可靠通信。误差指数告诉我们当我们满足于较低的速率时收敛速度有多快。对于无损源编码,熵取代了容量,误差指数告诉我们当我们使用更高的速率时收敛速度有多快。在没有反馈的信道编码中,块误差指数是研究端到端固定延迟的更基本的权衡的一个很好的代理,而在源编码中则不是这样。当涉及到与延迟的权衡时,块编码错误指数是相当保守的(尽管很严格!)。在固定延迟条件下,非分组码可以获得更好的性能,我们给出了基本边界以及如何以延迟通用的方式实现它。该证明为香农关于源和信道编码之间的二元性如何像过去和未来之间的二元性的神秘陈述提供了实质内容。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The error exponent with delay for lossless source coding
In channel coding, reliable communication takes place at rates below capacity at the fundamental cost of end-to-end delay. Error exponents tell us how much faster convergence is when we settle for less rate. For lossless source coding, entropy takes the place of capacity and error exponents tell us how much faster convergence is when we use more rate. While in channel coding without feedback the block error exponent is a good proxy for studying the more fundamental tradeoff with fixed end-to-end delay, it is not so in source coding. Block-coding error exponents are quite conservative (despite being tight!) when it comes to the tradeoff with delay. Nonblock codes can achieve much better performance with fixed delay and we present both the fundamental bound and how to achieve it in a delay-universal manner. The proof gives substance to Shannon's cryptic statement about how the duality between source and channel coding is like the duality between the past and the future.
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