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Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management

Personalized content retrieval service has become a major information service that consumes a large portion of mobile Internet traffic. Joint content recommendation and delivery is a promising design philosophy that could effectively improve the overall user experience with personalized content retr...

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Detalles Bibliográficos
Autores principales: Li, Yaodong, Chen, Lingyu, Shi, Haibin, Hong, Xuemin, Shi, Jianghong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512263/
https://www.ncbi.nlm.nih.gov/pubmed/33265149
http://dx.doi.org/10.3390/e20010064
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author Li, Yaodong
Chen, Lingyu
Shi, Haibin
Hong, Xuemin
Shi, Jianghong
author_facet Li, Yaodong
Chen, Lingyu
Shi, Haibin
Hong, Xuemin
Shi, Jianghong
author_sort Li, Yaodong
collection PubMed
description Personalized content retrieval service has become a major information service that consumes a large portion of mobile Internet traffic. Joint content recommendation and delivery is a promising design philosophy that could effectively improve the overall user experience with personalized content retrieval services. Existing research mostly focused on a push-type design paradigm called proactive caching, which, however, has multiple inherent drawbacks such as high device cost and low energy efficiency. This paper proposes a novel, interactive joint content recommendation and delivery system as an alternative to overcome the drawbacks of proactive caching systems. We present several optimal and heuristic algorithms for the proposed system and analyze the system performance in terms of user interest and transmission outage probability. Some theoretical performance bounds of the system are also derived. The effectiveness of the proposed system and algorithms is validated by simulation results.
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spelling pubmed-75122632020-11-09 Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management Li, Yaodong Chen, Lingyu Shi, Haibin Hong, Xuemin Shi, Jianghong Entropy (Basel) Article Personalized content retrieval service has become a major information service that consumes a large portion of mobile Internet traffic. Joint content recommendation and delivery is a promising design philosophy that could effectively improve the overall user experience with personalized content retrieval services. Existing research mostly focused on a push-type design paradigm called proactive caching, which, however, has multiple inherent drawbacks such as high device cost and low energy efficiency. This paper proposes a novel, interactive joint content recommendation and delivery system as an alternative to overcome the drawbacks of proactive caching systems. We present several optimal and heuristic algorithms for the proposed system and analyze the system performance in terms of user interest and transmission outage probability. Some theoretical performance bounds of the system are also derived. The effectiveness of the proposed system and algorithms is validated by simulation results. MDPI 2018-01-15 /pmc/articles/PMC7512263/ /pubmed/33265149 http://dx.doi.org/10.3390/e20010064 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Yaodong
Chen, Lingyu
Shi, Haibin
Hong, Xuemin
Shi, Jianghong
Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management
title Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management
title_full Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management
title_fullStr Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management
title_full_unstemmed Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management
title_short Joint Content Recommendation and Delivery in Mobile Wireless Networks with Outage Management
title_sort joint content recommendation and delivery in mobile wireless networks with outage management
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512263/
https://www.ncbi.nlm.nih.gov/pubmed/33265149
http://dx.doi.org/10.3390/e20010064
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