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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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Journal ArticleDOI

Content Delivery in Erasure Broadcast Channels With Cache and Feedback

TL;DR: The achievable rate region is characterized as a function of the memory sizes and the erasure probabilities for some special cases and can be extended to the centralized content placement as well as multi-antenna broadcast channels with state feedback.
Proceedings ArticleDOI

Cooperative Transmission via Caching Helpers

TL;DR: This paper models the cooperative transmission via caching helpers (cache-based joint transmission), which cache one of the K most popular files, in wireless cellular networks and analyzes its performance in terms of the file transmission success probability in the stochastic geometry framework.
Proceedings ArticleDOI

Coded Caching via Line Graphs of Bipartite Graphs

TL;DR: A specific class of such caching line graphs is defined, for which the subpacketization, rate, and uncached fraction of the coded caching problem can be captured via its graph theoretic parameters.
Proceedings ArticleDOI

Multi-antenna coded caching

TL;DR: The main message of the paper is that the schemes performing well in terms of DoF may not be directly appropriate for intermediate SNR regimes, and modified schemes should be employed.
Proceedings ArticleDOI

Joint cache-channel coding over erasure broadcast channels

TL;DR: In this paper, the authors considered a cache-aided communications system in which a transmitter communicates with many receivers over an erasure broadcast channel, where some content can be pre-placed in local caches near the receivers.
References
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Proceedings ArticleDOI

Distributed Caching Algorithms for Content Distribution Networks

TL;DR: This paper develops light-weight cooperative cache management algorithms aimed at maximizing the traffic volume served from cache and minimizing the bandwidth cost, and establishes that the performance of the proposed algorithms is guaranteed to be within a constant factor from the globally optimal performance.
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Index Coding With Side Information

TL;DR: A measure on graphs, the minrank, is identified, which exactly characterizes the minimum length of linear and certain types of nonlinear INDEX codes and for natural classes of side information graphs, including directed acyclic graphs, perfect graphs, odd holes, and odd anti-holes, minrank is the optimal length of arbitrary INDex codes.
Journal ArticleDOI

Comparative Models of the File Assignment Problem

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