Incentivizing Hosts via Multilateral Cooperation in User-Provided Networks: A Fluid Shapley Value Approach

Hyojung Lee, Jihwan Bang, Yung Yi
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引用次数: 3

Abstract

Successful operation of User-Provided Networks (UPN) requires that both of Internet Service Provider (ISP) and self network-operating users (hosts) cooperate appropriately in terms of resource sharing and pricing strategy since ISP and hosts have a multilateral reliance on each other with respect to virtual infrastructure expansion and Internet connectivity. However, it has been underexplored whether such cooperation provides sufficient incentive to ISP and hosts under a setup where ISP and hosts are fully included, having a high dependence on how to cooperate and how to distribute the resulting cooperation worth. In this paper, we model a market of UPN, consisting of ISP, hosts, and clients via game theory, where we model various heterogeneities in terms of (i) willingness to pay and mobility pattern of clients, (ii) hosts' QoS, and (iii) type of cooperation among ISP and hosts. The key technical challenges lie in the natural mixture of cooperative and non-cooperative game theoretic angles, where the worth function---one of the crucial components in coalitional game theory---comes from the equilibrium of an embedded, non-cooperative two-stage dynamic game. We consider the Shapley value as a mechanism of revenue sharing and overcome its hardness in characterization by taking the fluid limit when the number of hosts and clients is large. Our analytical studies reveal useful implications that in UPN when and how much economic benefits can be given to the players and when they maintain their grand coalition under what conditions, referred to as stability.
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在用户提供的网络中通过多边合作激励主机:一种流动的Shapley价值方法
用户提供网络(UPN)的成功运营要求互联网服务提供商(ISP)和自网络运营用户(主机)在资源共享和定价策略方面进行适当的合作,因为ISP和主机在虚拟基础设施扩展和互联网连接方面相互依赖。然而,在完全包含ISP和主机的情况下,这种合作是否能为ISP和主机提供足够的激励,对如何合作以及如何分配合作产生的价值具有高度的依赖性,尚未得到充分的探讨。在本文中,我们通过博弈论建立了一个UPN市场模型,该市场由ISP、主机和客户组成,其中我们根据(i)客户的支付意愿和移动模式,(ii)主机的QoS以及(iii) ISP和主机之间的合作类型来建模各种异构性。关键的技术挑战在于合作和非合作博弈论角度的自然混合,其中价值函数(联盟博弈论的关键组成部分之一)来自嵌入式非合作两阶段动态博弈的均衡。我们将Shapley值视为一种收益分享机制,并在主机和客户端数量较大时取流体极限,克服了Shapley值难以表征的问题。我们的分析研究揭示了UPN中有用的含义,即何时以及多少经济利益可以给予参与者,以及何时在什么条件下维持他们的大联盟,称为稳定。
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