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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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Multi-Client File Download Time Reduction from Cloud/Fog Storage Servers

TL;DR: This work proposes an online algorithm using the designed dual conflict graph to reduce the download time of multiple files requested by multiple clients from multiple cloud/fog storage servers and results show that this proposed algorithm exhibits near optimum performance compared to the optimum solution.
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Storage, Communication, and Load Balancing Trade-off in Distributed Cache Networks

TL;DR: In this paper, a randomized load balancing scheme was proposed to balance cache size and proximity in the server redirection process, which results in an exponential improvement compared to the traditional power-of-two-choice scheme.
Proceedings ArticleDOI

Centralized caching in two-layer networks: Algorithms and limits

TL;DR: A hybrid caching scheme is proposed and demonstrated to be order-optimal when the storage sizes at both helpers and users are limited, and within a constant multiplicative and additive gap of the information-theoretic bounds.
Proceedings ArticleDOI

Effect of Number of Users in Multi-level Coded Caching

TL;DR: A dichotomy in the order-optimal strategies for these two extreme cases of user distribution across caches for the multi-level popularity model, where content is divided into levels based on popularity.
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Index Coded PSK Modulation for Prioritized Receivers

TL;DR: A noisy index coding problem (ICP) over additive white Gaussian noise (AWGN) and Rayleigh fading channels is studied and a decision rule for the maximum-likelihood (ML) decoder is derived.
References
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Amortized efficiency of list update and paging rules

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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.
Journal ArticleDOI

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

TL;DR: This perspective exposes the further research which is necessary in order to provide a truly satisfactory solution to the file assignment problem.
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