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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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The Caching Broadcast Channel with a Wire and Cache Tapping Adversary of Type II

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Device-to-Device Aided Multicasting

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Index Coding, Network Coding and Broadcast with Side-Information

TL;DR: This work describes recent advances on the index coding problem and its generalizations in the context of broadcast with side-information, and describes the two main approaches to bounding the optimal rate of an index code, namely rank-minimization methods and linear programming models.
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Popularity and Size-Aware Caching With Cooperative Transmission in Hybrid Microwave/ Millimeter Wave Heterogeneous Networks

TL;DR: The results demonstrate that the proposed file PSA caching scheme provides up to 7% gain in the network average success probability compared to the SWP-based scheme and the combination of coded caching with cooperative transmission achieves up to 40% gain compared to a non-cooperative transmission scheme without coded caching.
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Decentralized Caching Schemes and Performance Limits in Two-Layer Networks

TL;DR: In this article, a two-layer decentralized caching scheme is proposed, which consists of two phases, i.e., placement phase and delivery phase, where each helper/user randomly and independently selects contents from the server and stores them into its memory.
References
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Proceedings ArticleDOI

Distributed Caching Algorithms for Content Distribution Networks

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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

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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