Joint sponsored and edge caching content service market : a game-theoretic approach
In a sponsored content scheme, a wireless network operator negotiates with a sponsored content service provider where the latter can pay the former to lower the cost of the mobile subscribers/users to access certain content. As such, the scheme motivates the entities in the sponsored content ecosyst...
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sg-ntu-dr.10356-1438982020-09-30T04:38:00Z Joint sponsored and edge caching content service market : a game-theoretic approach Xiong, Zehui Feng, Shaohan Niyato, Dusit Wang, Ping Leshem, Amir Han, Zhu School of Computer Science and Engineering Engineering::Computer science and engineering Sponsored Content Edge Caching In a sponsored content scheme, a wireless network operator negotiates with a sponsored content service provider where the latter can pay the former to lower the cost of the mobile subscribers/users to access certain content. As such, the scheme motivates the entities in the sponsored content ecosystem to be more actively involved. Meanwhile, with the forthcoming 5G cellular networks, edge caching becomes a promising technology for traffic offloading to reduce cost and improve service quality of the content service. The key idea is that an edge caching content service provider caches content on edge networks. The cached content is then delivered to mobile users locally, reducing latency substantially. In this paper, we propose the joint sponsored and edge caching content service market model. We investigate an interplay between the sponsored content service provider and the edge caching content service provider under the non-cooperative game framework. Furthermore, the interactions among the wireless network operator, content service providers, and mobile users are modeled as a hierarchical three-stage Stackelberg game. In the game model, we analyze the sub-game perfect equilibrium in each stage through backward induction analytically. Additionally, the existence of the proposed Stackelberg equilibrium is validated by capitalizing on the bilevel optimization programming. Based on the analysis of the game properties, we propose a sub-gradient-based iterative algorithm, which guarantees to converge to the Stackelberg equilibrium. Energy Market Authority (EMA) Ministry of Education (MOE) National Research Foundation (NRF) Accepted version This work was supported in part by WASP/NTU M4082187 (4080),Singapore MOE Tier 1 under Grant 2017-T1-002-007 RG122/17, MOE Tier2 under Grant MOE2014-T2-2-015 ARC4/15, NRF2015-NRF-ISF001-2277,EMA Energy Resilience under Grant NRF2017EWT-EP003-041, and ISF-NRF grant no. 2277/2016. The work was also supported in part by USMURI AFOSR MURI 18RT0073 , NSF CNS-1717454, CNS- 1731424, CNS-1702850, CNS-1646607,ECCS-1547201 2020-09-30T04:38:00Z 2020-09-30T04:38:00Z 2019 Journal Article Xiong, Z., Feng, S., Niyato, D., Wang, P., Leshem, A., & Han, Z. (2019). Joint Sponsored and Edge Caching Content Service Market: A Game-Theoretic Approach. IEEE Transactions on Wireless Communications, 18(2), 1166–1181. doi:10.1109/twc.2018.2890469 1536-1276 https://hdl.handle.net/10356/143898 10.1109/TWC.2018.2890469 2 18 1166 1181 en IEEE Transactions on Wireless Communications © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1109/TWC.2018.2890469. application/pdf |
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Engineering::Computer science and engineering Sponsored Content Edge Caching Xiong, Zehui Feng, Shaohan Niyato, Dusit Wang, Ping Leshem, Amir Han, Zhu Joint sponsored and edge caching content service market : a game-theoretic approach |
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In a sponsored content scheme, a wireless network operator negotiates with a sponsored content service provider where the latter can pay the former to lower the cost of the mobile subscribers/users to access certain content. As such, the scheme motivates the entities in the sponsored content ecosystem to be more actively involved. Meanwhile, with the forthcoming 5G cellular networks, edge caching becomes a promising technology for traffic offloading to reduce cost and improve service quality of the content service. The key idea is that an edge caching content service provider caches content on edge networks. The cached content is then delivered to mobile users locally, reducing latency substantially. In this paper, we propose the joint sponsored and edge caching content service market model. We investigate an interplay between the sponsored content service provider and the edge caching content service provider under the non-cooperative game framework. Furthermore, the interactions among the wireless network operator, content service providers, and mobile users are modeled as a hierarchical three-stage Stackelberg game. In the game model, we analyze the sub-game perfect equilibrium in each stage through backward induction analytically. Additionally, the existence of the proposed Stackelberg equilibrium is validated by capitalizing on the bilevel optimization programming. Based on the analysis of the game properties, we propose a sub-gradient-based iterative algorithm, which guarantees to converge to the Stackelberg equilibrium. |
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School of Computer Science and Engineering |
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School of Computer Science and Engineering Xiong, Zehui Feng, Shaohan Niyato, Dusit Wang, Ping Leshem, Amir Han, Zhu |
format |
Article |
author |
Xiong, Zehui Feng, Shaohan Niyato, Dusit Wang, Ping Leshem, Amir Han, Zhu |
author_sort |
Xiong, Zehui |
title |
Joint sponsored and edge caching content service market : a game-theoretic approach |
title_short |
Joint sponsored and edge caching content service market : a game-theoretic approach |
title_full |
Joint sponsored and edge caching content service market : a game-theoretic approach |
title_fullStr |
Joint sponsored and edge caching content service market : a game-theoretic approach |
title_full_unstemmed |
Joint sponsored and edge caching content service market : a game-theoretic approach |
title_sort |
joint sponsored and edge caching content service market : a game-theoretic approach |
publishDate |
2020 |
url |
https://hdl.handle.net/10356/143898 |
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1681056403061473280 |