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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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On the Optimality of Uncoded Cache Placement

TL;DR: This paper connects the caching problem to an index coding problem and shows the optimality of the MAN scheme under the conditions that (i) the cache placement phase is restricted to be uncoded (i.e, pieces of the files can only copied into the user's cache), and (ii) the number of users is no more than theNumber of files.
Proceedings Article

Coded MapReduce

TL;DR: Coded MapReduce as mentioned in this paper exploits the repetitive mapping of data blocks at different servers to create coded multicasting opportunities in the shuffling phase, cutting down the total communication load by a multiplicative factor.
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Cache-Aided Interference Channels

TL;DR: In this article, the authors consider an interference channel in which each transmitter is equipped with an isolated cache memory, and they show that through careful joint design of these phases, they can reap three distinct benefits from caching: a load balancing gain, an interference cancellation gain and an interference alignment gain.
Journal ArticleDOI

On the Placement Delivery Array Design in Centralized Coded Caching Scheme

TL;DR: The placement delivery array (PDA) design problem is first formulated to characterize the placement issue and the delivery issue with a single array and it is shown that, through designing appropriate PDA, new centralized coded caching schemes can be discovered.
Proceedings ArticleDOI

Learning distributed caching strategies in small cell networks

TL;DR: This paper proposes a coded caching framework, where the sBSs learn the popularity profile of the files (based on their demand history) via a combinatorial multi-armed bandit framework and modeled as a linear program that takes into account the network connectivity and thereby jointly designs the caching strategies.
References
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Journal ArticleDOI

Network information flow

TL;DR: This work reveals that it is in general not optimal to regard the information to be multicast as a "fluid" which can simply be routed or replicated, and by employing coding at the nodes, which the work refers to as network coding, bandwidth can in general be saved.
Journal ArticleDOI

Amortized efficiency of list update and paging rules

TL;DR: This article shows that move-to-front is within a constant factor of optimum among a wide class of list maintenance rules, and analyzes the amortized complexity of LRU, showing that its efficiency differs from that of the off-line paging rule by a factor that depends on the size of fast memory.
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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