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Caching at the wireless edge: design aspects, challenges, and future directions

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TLDR
Methods to predict the popularity distributions and user preferences, and the impact of erroneous information are introduced, as well as the key differences between wired and wireless caching.
Abstract
Caching at the wireless edge is a promising way to boost spectral efficiency and reduce energy consumption of wireless systems. These improvements are rooted in the fact that popular contents are reused, asynchronously, by many users. In this article we first introduce methods to predict the popularity distributions and user preferences, and the impact of erroneous information. We then discuss the two aspects of caching systems, content placement and delivery. We expound the key differences between wired and wireless caching, and outline the differences in the system arising from where the caching takes place (e.g., at base stations or on the wireless devices themselves). Special attention is paid to the essential limitations in wireless caching, and possible trade-offs between spectral efficiency, energy efficiency, and cache size.

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References
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Journal ArticleDOI

Fundamental Limits of Caching

TL;DR: 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.
Journal ArticleDOI

Living on the Edge: The Role of Proactive Caching in 5G Wireless Networks

TL;DR: In this article, a proactive caching mechanism is proposed to reduce peak traffic demands by proactively serving predictable user demands via caching at base stations and users' devices, and the results show that important gains can be obtained for each case study, with backhaul savings and a higher ratio of satisfied users.
Journal ArticleDOI

Cache in the air: exploiting content caching and delivery techniques for 5G systems

TL;DR: A novel edge caching scheme based on the concept of content-centric networking or information-centric networks is proposed and evaluated, using trace-driven simulations to evaluate the performance of the proposed scheme and validate the various advantages of the utilization of caching content in 5G mobile networks.
Posted Content

Living on the Edge: The Role of Proactive Caching in 5G Wireless Networks

TL;DR: This article explores one of the key enablers of beyond 4G wireless networks leveraging small cell network deployments, proactive caching, and proposes a mechanism whereby files are proactively cached during off-peak periods based on file popularity and correlations among user and file patterns.
Journal ArticleDOI

Collaborative Filtering beyond the User-Item Matrix: A Survey of the State of the Art and Future Challenges

TL;DR: A comprehensive introduction to a large body of research, more than 200 key references, is provided, with the aim of supporting the further development of recommender systems exploiting information beyond the U-I matrix.
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Caching at the wireless edge is a promising way to boost spectral efficiency and reduce energy consumption of wireless systems.