放松怀纳的共同信息

Erixhen Sula, M. Gastpar
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引用次数: 11

摘要

在媒体交付的编码缓存问题中,已经确定了两个独立的编码机会。第一个机会是多用户优势,关键取决于交付阶段的公共广播链接。这已经在大量的作品中进行了探讨。第二个机会受到的关注要少得多,它涉及数据库中文件之间的相似性。这里的范例是缓存文件之间的“相似性”。根据请求,编码器通过提供所请求文件的具体细节来细化这一点。扩展Gray和Wyner的工作(1974),可以得出结论,衡量文件相似性的正确方法是Wyner的Common Information及其概括。本文调查并扩展了Wyner的公共信息在缓存中的作用。作为一个新颖的结果,我们找到了均方误差下高斯情况下的显式解,既适用于缓存问题,也适用于Gray和Wyner所考虑的网络。我们的解决方案利用并扩展了最近的凸包络分解技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Relaxed Wyner’s Common Information
In the problem of coded caching for media delivery, two separate coding opportunities have been identified. The first opportunity is a multi-user advantage and crucially hinges on a public broadcast link in the delivery phase. This has been explored in a plethora of works. The second opportunity has received far less attention and concerns similarities between files in the database. Here, the paradigm is to cache “the similarity” between the files. Upon the request, the encoder refines this by providing the specific details for the requested files. Extending Gray and Wyner’s work (1974), it follows that the right measure of file similarity is Wyner’s Common Information and its generalizations. The present paper surveys and extends the role of Wyner’s Common Information in caching. As a novel result, explicit solutions are found for the Gaussian case under mean-squared error, both for the caching problem as well as for the network considered by Gray and Wyner. Our solution leverages and extends the recent technique of factorization of convex envelopes.
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