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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

Energy Efficiency in Cache-Enabled Small Cell Networks With Adaptive User Clustering

TL;DR: In this paper, the impact of proactive caching on an important metric for future generation networks, namely, energy efficiency (EE), has been explored by exploiting the spatial repartitions of users in addition to the correlation in their content popularity profiles.
Journal ArticleDOI

Benefits of Cache Assignment on Degraded Broadcast Channels

TL;DR: It is observed numerically that a uniform assignment of the total cache memory is suboptimal in all regimes, unless the BC is completely symmetric, and this claim is proved analytically in the regime of small cache sizes.
Journal ArticleDOI

How Much Cache is Needed to Achieve Linear Capacity Scaling in Backhaul-Limited Dense Wireless Networks?

TL;DR: In this paper, the authors proposed a backhaul-limited cached dense wireless network (C-DWN), where a physical layer caching scheme is employed at the base stations (BSs), but only a fraction of the BSs have wired payload backhauls.
Journal ArticleDOI

A Secure Approach for Caching Contents in Wireless Ad Hoc Networks

TL;DR: In this article, a decentralized secure coded caching approach is proposed, where nodes only transmit coded files to avoid eavesdropper wiretappings and protect the user contents, and random vectors are used to combine the contents using XOR operation.
Journal ArticleDOI

Dynamic Caching Content Replacement in Base Station Assisted Wireless D2D Caching Networks

TL;DR: This work proposes a practical and feasible replacement architecture for base station (BS) assisted wireless D2D caching networks by exploiting the broadcasting of the BS and formulates a caching content replacement problem, with the goal of maximizing the time-average service rate under the cost constraint and queue stability.
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Comparative Models of the File Assignment Problem

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