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Journal ArticleDOI

A Game-theoretic analysis on the economic viability of mobile content pre-staging

TLDR
The economic implications of content pre-staging are explored by modeling the interplay among the mobile carrier, end users, and the content provider in a game theoretic framework and shows that the practice improves social welfare by increasing network efficiency.
Abstract
The rapid growth of demand for data in wireless communications has driven the mobile service carriers and the research community to seek both effective technical and alternative solutions to the data demand problem. One particular solution, content pre-staging, tries to push content as close to the mobile device as possible in order to lower demand at peak times. Assuming the interesting case that mobile device storage could be made available as part of the mobile carrier’s system capacity either directly by the end user or indirectly by the carrier, this paper investigates the potential economic impacts on the mobile service business and various stakeholders of content pre-staging. We explore the economic implications of content pre-staging by modeling the interplay among the mobile carrier, end users, and the content provider in a game theoretic framework. The carrier designs pricing mechanisms to affect the behaviors of the content provider and end users for the purpose of profit maximization. In particular, two prices are introduced, the price charged to the content provider to pre-stage content on mobile device storage, and the monetary reward to compensate users for the usage of their mobile device storage. Although the individual incentive of the carrier is not necessarily aligned with social incentives, the welfare analysis of content pre-staging shows that the practice improves social welfare by increasing network efficiency. Localizing content increases the overall profitability of mobile service business which is positively related to the relevance of the pre-staged content. The carrier’s pricing mechanisms determine the manner in which the increased profitability of the business is shared by various interested parties. While the carrier may design prices strategically to retain a larger share of the increased profitability, content pre-staging can benefit all the three parties in the game, i.e., the carrier gains in saved capacity and new revenue, users gain QoE, content, and financial rewards for sharing mobile device storage, and the content provider gains in increased revenue from increased content access.

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Journal ArticleDOI

Make Smart Decisions Faster: Deciding D2D Resource Allocation via Stackelberg Game Guided Multi-Agent Deep Reinforcement Learning

TL;DR: In this article , a Stackelberg game guided multi-agent deep reinforcement learning (MADRL) approach is proposed to enable D2D users to make smart power control and channel allocation decisions in a distributed manner.
References
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Journal ArticleDOI

Risk Aversion in the Small and in the Large

John W. Pratt
- 01 Jan 1964 - 
TL;DR: In this article, a measure of risk aversion in the small, the risk premium or insurance premium for an arbitrary risk, and a natural concept of decreasing risk aversion are discussed and related to one another.
Journal ArticleDOI

A Survey on Device-to-Device Communication in Cellular Networks

TL;DR: This paper provides a taxonomy based on the D2D communicating spectrum and review the available literature extensively under the proposed taxonomy to provide new insights into the over-explored and under- Explored areas that lead to identify open research problems of D1D communications in cellular networks.
Journal ArticleDOI

A Survey on Device-to-Device Communication in Cellular Networks

TL;DR: In this article, a taxonomy based on the D2D communicating spectrum and review the available literature extensively under the proposed taxonomy is provided, which provides new insights to the over-explored and underexplored areas which lead to identify open research problems of D2DM communication in cellular networks.
Journal ArticleDOI

Wireless Device-to-Device Caching Networks: Basic Principles and System Performance

TL;DR: In this paper, the authors compare the performance of the D2D caching and coded multicasting with the conventional unicasting and harmonic broadcasting in terms of the scaling law of wireless networks.
Journal ArticleDOI

On the theory of risk aversion

TL;DR: In this paper, the authors show that the partial relative risk aversion function P(t; w) = -tu"(t + w)/u'(t +w) is important when the risk is varied but wealth w remains fixed, while R(t) becomes relevant when wealth and risk are changed in the same proportion.
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