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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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A Rate-Distortion Approach to Caching

TL;DR: In this paper, a lossy single-user caching problem with correlated sources is considered, and the fundamental interplay between the source correlations, the capacity of the user cache, the user's reconstruction distortion requirements and the final delivery-phase compression rate is investigated.
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Placement Delivery Arrays From Combinations of Strong Edge Colorings

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Layered caching for heterogeneous storage

TL;DR: This work presents a novel caching and delivery scheme for the case when users have heterogeneous cache sizes, and derives an information-theoretic lower bound for the heterogeneous caching problem.
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Gaussian broadcast channels with receiver cache assignment

TL;DR: Lower and upper bounds are established on the capacity-memory tradeoff, i.e., the largest rate achievable for given cache-memories, based on a joint cache-channel coding scheme which generalizes the recently proposed piggyback coding to Gaussian BCs with unequal cache sizes.
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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.
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Index Coding With Side Information

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Journal ArticleDOI

Comparative Models of the File Assignment Problem

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