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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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Journal ArticleDOI

Optimization of Caching Devices with Geometric Constraints

TL;DR: In this paper, the cache placement with the help of stochastic geometry and the allocation of storage capacity among files in order to minimize the cache miss probability is studied. And the authors suggest a simple LRU-based policy for geographically distributed caching and show that its performance is close to the optimal.
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A Novel Centralized Coded Caching Scheme With Coded Prefetching

TL;DR: A novel caching scheme is proposed that approaches the rate-memory region achieved by the Tian–Chen scheme as the number of users in the system increases, which only requires a field of order.
Proceedings ArticleDOI

On Coded Caching for Two Users with Overlapping Demand Sets.

TL;DR: This paper provides a complete characterization of the uniform-average-rate capacity when the sets overlap in just one file and shows that such capacity can be achieved with selfish and uncoded prefetching, and provides explicitPrefetching schemes that achieve those capacities.
Proceedings ArticleDOI

Fundamental Limits of Decentralized Caching in Fog-RANs with Wireless Fronthaul

TL;DR: In this article, the synergy of distributed caching and wireless fronthaul in a fog radio access network (Fog-RAN) where all edge nodes and user equipments (UEs) have a local cache and store contents independently at random is investigated.
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On edge caching with secrecy constraints

TL;DR: This paper formally derive the necessary conditions for secrecy and the corresponding achievable backhaul rate using numerical simulations, and formulate the optimal caching schemes with secrecy constraints as a convex optimization problem.
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