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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

Networked VR: State of the Art, Solutions, and Challenges

Jinjia Ruan, +1 more
- 13 Jan 2021 - 
TL;DR: An outlook of future developments in the quality of immersive experience networks and unified data set measurement in VR video transmission is presented, focusing on the expansion of VR applications, security issues, and business issues, which have not yet been addressed, and the technical challenges that have notyet been completely solved.
Proceedings ArticleDOI

Cache-Aided Non-Orthogonal Multiple Access

TL;DR: The proposed cache-aided NOMA scheme significantly expands the achievable rate region for downlink transmission, which translates into substantially reduced file delivery times, as caching can help to reduce the residual interference power.
Posted Content

Fundamental Limits of Caching for Demand Privacy against Colluding Users

TL;DR: Numerical results show that the new privacy key scheme outperforms in some regime known schemes based on the idea of virtual users, which also satisfy the stronger notion of user privacy against colluding users adopted here.
Journal ArticleDOI

Energy-Aware Coded Caching Strategy Design With Resource Optimization for Satellite-UAV-Vehicle-Integrated Networks

TL;DR: In this article , an energy-aware coded caching strategy was proposed to provide more multicast opportunities and reduce the backhaul transmission volume, considering the effects of file popularity, cache size, request frequency, and mobility in different road sections (RSs).
Journal ArticleDOI

Optimal Caching Designs for Perfect, Imperfect, and Unknown File Popularity Distributions in Large-Scale Multi-Tier Wireless Networks

TL;DR: In this article, the authors considered optimal random caching designs for perfect, imperfect, and unknown file popularity distributions in a large-scale multi-tier wireless network and proposed an efficient parallel iterative algorithm to obtain a stationary point based on parallel successive convex approximation (SCA).
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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