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Open AccessJournal ArticleDOI

Fundamental Limits of Caching

Mohammad Ali Maddah-Ali, +1 more
- 11 Mar 2014 - 
- Vol. 60, Iss: 5, pp 2856-2867
TLDR
This paper proposes a novel coded caching scheme that exploits both local and global caching gains, leading to a multiplicative improvement in the peak rate compared with previously known schemes, and argues that the performance of the proposed scheme is within a constant factor of the information-theoretic optimum for all values of the problem parameters.
Abstract
Caching is a technique to reduce peak traffic rates by prefetching popular content into memories at the end users. Conventionally, these memories are used to deliver requested content in part from a locally cached copy rather than through the network. The gain offered by this approach, which we term local caching gain, depends on the local cache size (i.e., the memory available at each individual user). In this paper, we introduce and exploit a second, global, caching gain not utilized by conventional caching schemes. This gain depends on the aggregate global cache size (i.e., the cumulative memory available at all users), even though there is no cooperation among the users. To evaluate and isolate these two gains, we introduce an information-theoretic formulation of the caching problem focusing on its basic structure. For this setting, we propose a novel coded caching scheme that exploits both local and global caching gains, leading to a multiplicative improvement in the peak rate compared with previously known schemes. In particular, the improvement can be on the order of the number of users in the network. In addition, we argue that the performance of the proposed scheme is within a constant factor of the information-theoretic optimum for all values of the problem parameters.

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Citations
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Latency-Limited Broadcast Channel With Cache-Equipped Helpers

TL;DR: It is shown that facilitating the cache-equipped helpers decreases the latency of broadcasting and that for the proposed caching policy, storing identical sub-messages in the cache of different helpers cannot be optimal if the cache size of the helpers is insufficiently large.
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Contact duration-aware cooperative cache placement using genetic algorithm for mobile edge networks

TL;DR: Extensive simulation results show that the proposed contact duration aware caching scheme significantly improves the performance in terms of hit ratio and acceleration ratio in a real-world scenario as compared with three existing caching mechanisms.
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Binary Informed Source Codes and Index Codes Using Certain Near-MDS Codes

TL;DR: An upper bound on the lengths of optimal binary informed source codes is obtained using the Gilbert-Varshamov bound and this technique helps in finding binary suboptimal solutions.
References
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Distributed Caching Algorithms for Content Distribution Networks

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Index Coding With Side Information

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Journal ArticleDOI

Comparative Models of the File Assignment Problem

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