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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

The Capacity of Private Information Retrieval From Heterogeneous Uncoded Caching Databases

TL;DR: In this article, the authors considered the problem of minimizing the download cost of a single file out of K files from N non-colluding databases with heterogeneous storage constraints and characterized the optimal PIR download cost as a linear program.
Journal ArticleDOI

Energy Minimization for Cache-Assisted Content Delivery Networks With Wireless Backhaul

TL;DR: This letter investigates energy-efficiency performance of cache-assisted content delivery networks with wireless backhaul by taking into account cache capability when designing the signal transmission, and demonstrates via numerical results that the uncoded caching achieves higher energy efficiency than the coded caching in the small user cache size regime.
Journal ArticleDOI

Coded Caching for Heterogeneous Systems: An Optimization Perspective

TL;DR: This paper proposes centralized uncoded placement and linear delivery schemes which are optimized by solving a linear program and derives a lower bound on the delivery memory tradeoff with uncoded placed that accounts for the heterogeneity in cache sizes.
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On Coded Caching with Private Demands

TL;DR: A private caching scheme based on Maximum Distance Separable (MDS) code with the same sub-packetization level as the MAN scheme, which is order optimal for high memory regime and relaxing the information theoretic privacy constraint is proposed.
Proceedings ArticleDOI

Cache-Assisted Hybrid Satellite-Terrestrial Backhauling for 5G Cellular Networks

TL;DR: Simulation results show that the hybrid satellite-terrestrial architecture considerably reduces the content placement time while sustaining the cache hit ratio quite close to the upper-bound compared to the satellite-only method.
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Proceedings ArticleDOI

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Journal ArticleDOI

Comparative Models of the File Assignment Problem

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