Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1783586117712347136 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7512263 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT liyaodong jointcontentrecommendationanddeliveryinmobilewirelessnetworkswithoutagemanagement AT chenlingyu jointcontentrecommendationanddeliveryinmobilewirelessnetworkswithoutagemanagement AT shihaibin jointcontentrecommendationanddeliveryinmobilewirelessnetworkswithoutagemanagement AT hongxuemin jointcontentrecommendationanddeliveryinmobilewirelessnetworkswithoutagemanagement AT shijianghong jointcontentrecommendationanddeliveryinmobilewirelessnetworkswithoutagemanagement |