The Exact Rate-Memory Tradeoff for Caching With Uncoded Prefetching | IEEE Journals & Magazine | IEEE Xplore

The Exact Rate-Memory Tradeoff for Caching With Uncoded Prefetching


Abstract:

We consider a basic cache network, in which a single server is connected to multiple users via a shared bottleneck link. The server has a database of files (content). Eac...Show More

Abstract:

We consider a basic cache network, in which a single server is connected to multiple users via a shared bottleneck link. The server has a database of files (content). Each user has an isolated memory that can be used to cache content in a prefetching phase. In a following delivery phase, each user requests a file from the database, and the server needs to deliver users' demands as efficiently as possible by taking into account their cache contents. We focus on an important and commonly used class of prefetching schemes, where the caches are filled with uncoded data. We provide the exact characterization of the rate-memory tradeoff for this problem, by deriving both the minimum average rate (for a uniform file popularity) and the minimum peak rate required on the bottleneck link for a given cache size available at each user. In particular, we propose a novel caching scheme, which strictly improves the state of the art by exploiting commonality among user demands. We then demonstrate the exact optimality of our proposed scheme through a matching converse, by dividing the set of all demands into types, and showing that the placement phase in the proposed caching scheme is universally optimal for all types. Using these techniques, we also fully characterize the rate-memory tradeoff for a decentralized setting, in which users fill out their cache content without any coordination.
Published in: IEEE Transactions on Information Theory ( Volume: 64, Issue: 2, February 2018)
Page(s): 1281 - 1296
Date of Publication: 19 December 2017

ISSN Information:

Funding Agency:


Contact IEEE to Subscribe

References

References is not available for this document.