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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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Subpacketization in Coded Caching with Demand Privacy

TL;DR: This work considers coded caching schemes that assure privacy for user demands with a particular focus on reducing subpacketization for the 2-user, 2-file case, and presents a new linear demand-private scheme with the lowest possible sub packetization.
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Optimal cache allocation for femto helpers with joint transmission capabilities

TL;DR: This paper investigates the problem of optimal caching in a context where nearby small cells can coordinate not just in terms of what to cache but also to perform Joint Transmission (a type of CoMP), and proposes an algorithm that provably achieves an 1/2-approximation ratio to the optimal one, and performs well in simulated scenarios.
Proceedings ArticleDOI

Coded caching for resolvable networks with security requirements

TL;DR: This work considers networks where a set of end users, equipped with cache memories, are connected to a single server via a single relay nodes and studies centralized coded caching scenarios under three security requirements.
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Content Caching and Delivery in Wireless Radio Access Networks

TL;DR: In this article, the authors provide a comprehensive and unified study of caching and delivery techniques in wireless radio access networks (RANs) with caches at all edge nodes (ENs) and user equipments (UEs).
Journal ArticleDOI

Mobility-Aware Coded Storage and Delivery

TL;DR: It is shown that the proposed scheme provides a significant reduction both in the backhaul load when the cache capacity is sufficiently large, and in the number of sub-files required, which decidedly outperforms state-of-the-art alternatives.
References
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Proceedings ArticleDOI

Distributed Caching Algorithms for Content Distribution Networks

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Index Coding With Side Information

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Comparative Models of the File Assignment Problem

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