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P2 User Preference Aware Multimedia Pricing Model using Game Theory and Prospect Theory for Wireless Communications

无线通信中基于博弈论与前景理论的用户偏好感知多媒体定价模型
ASE 2019 34th IEEE/ACM International Conference on Automated Software Engineering (ASE)2019匹配度 0/10 · 该论文研究无线通信中基于博弈论与前景理论的多媒体定价,属于网络经济学与服务质量领域,与用户关注的程序语言、静态分析、LLM/Agent、浮点程序分析及贝叶斯程序分析均无交集。引用 0 inbox
Krishna Murthy Kattiyan Ramamoorthy
crossref: 2026-09-12

AI 速览

一句话:提出QoE敏感的多媒体智能定价框架,用两阶段Stackelberg博弈和前景理论按用户偏好定价。

该研究关注无线通信中按需多媒体服务的用户满意度与QoE定价问题。传统方法多以吞吐量、时延等客观指标衡量满意度,而本文基于Smart Media Pricing理念,构建QoE敏感定价框架:分别为提供商-运营商和用户定义效用方程,将双方利润最大化交互建模为两阶段Stackelberg博弈,并采用符合前景理论假设的Prelec权重函数刻画用户个人偏好;随后设计算法实现定价方案并求解Nash均衡。仿真中将该方案与传统定价方法对比,结果表明所提智能定价能显著提升移动用户获得的效用。

问题
传统无线多媒体服务多以吞吐量、时延等客观指标衡量用户满意度,难以反映主观QoE,且未充分考虑用户个人偏好对定价的影响。
方法
定义提供商-运营商与用户的效用函数,将利润最大化交互建模为两阶段Stackelberg博弈,并用前景理论中的Prelec权重函数刻画用户偏好,设计算法求Nash均衡。
评估
通过仿真与传统定价方法进行对比,结果表明所提智能定价方案能显著提升移动用户效用。
原文摘要(Abstract)

Providing user satisfaction is a major concern for on-demand multimedia service providers and Internet carriers in Wireless Communications. Traditionally, user satisfaction was measured objectively in terms of throughput and latency. Nowadays the user satisfaction is measured using subjective metrices such as Quality of Experience (QoE). Recently, Smart Media Pricing (SMP) was conceptualized to price the QoE rather than the binary data traffic in multimedia services. In this research, we have leveraged the SMP concept to chalk up a QoE-sensitive multimedia pricing framework to allot price, based on the user preference and multimedia quality achieved by the customer. We begin by defining the utility equations for the provider-carrier and the customer. Then we translate the profit maximizing interplay between the parties into a two-stage Stackelberg game. We model the user personal preference using Prelec weighting function which follows the postulates Prospect Theory (PT). An algorithm has been developed to implement the proposed pricing scheme and determine the Nash Equilibrium. Finally, the proposed smart pricing scheme was tested against the traditional pricing method and simulation results indicate a significant boost in the utility achieved by the mobile customers.

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot5267,
  title = {User Preference Aware Multimedia Pricing Model using Game Theory and Prospect Theory for Wireless Communications},
  author = {Krishna Murthy Kattiyan Ramamoorthy},
  booktitle = {ASE},
  year = {2019},
  doi = {10.1109/ase.2019.00157}
}