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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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Proceedings ArticleDOI

Rate and delay for coded caching with carrier aggregation

TL;DR: An order-optimal rate and (maximal) delay region characterization is given for the case of r parallel partially shared links, where users in different classes receive from the server simultaneously and in parallel through different set of links.
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Bounds on Caching D2D Networks With Secure Delivery

TL;DR: This work studies the problem of secure transmission over a caching D2D network where the users can prefetch a portion of popular files in their local cache and shows that the ratio between lower and upper bounds on secure transmission rate as a function of cache memory is bounded within constant multiplicative gap.
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Bandwidth Gain from Mobile Edge Computing and Caching in Wireless Multicast Systems

TL;DR: A novel mobile edge computing model where the MEC server has the input and output data of all computation tasks and communicates with multiple caching-and-computing-enabled mobile devices via a shared wireless link and theoretically reveals how much bandwidth gain can be achieved from computing and caching resources at mobile devices or the multicast transmission.
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Alpha Fair Coded Caching

TL;DR: In this paper, the authors proposed an online coded caching scheme that combines joint scheduling and power control for the broadcast channel with fading, and congestion control for ensuring the optimal long-term average performance.
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Caching improvement using adaptive user clustering

TL;DR: One of the most promising technologies for 5G wireless networks using an underlay small cell network, namely proactive caching is explored, in which, instead of caching the most popular content, the users within the network are clustered according to their content popularity and the caching is done accordingly.
References
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Proceedings ArticleDOI

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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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