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Bayesian Approach with Maximum Entropy Principle for trusted quality of Web service metric in e-commerce applications

机译:具有最大熵原理的贝叶斯方法可确保电子商务应用中Web服务度量的可信质量

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摘要

Trusted quality of Web service (QoWS) issue is critical for e-commerce applications. However, many existing studies have little work in situations that have insufficient or no historical information regarding QoWS data. In this study, we propose a trusted QoWS metric approach, that is, Bayesian Approach with Maximum Entropy Principle. The key of our proposed approach is to extract QoWS prior distribution of Web service by using Maximum Entropy Principle and then to infer QoWS posterior distribution of Web service by using Bayesian Approach. On the basis of the obtained QoWS posterior distribution, trusted QoWS can be measured. We conduct extensive simulations to evaluate our proposed approach. The simulation results demonstrate that our proposed approach can obtain trusted QoWS effectively.
机译:Web服务质量(QoWS)的可信度对于电子商务应用程序至关重要。但是,许多现有研究在有关QoWS数据的历史信息不足或没有的情况下几乎没有工作。在这项研究中,我们提出了一种可靠的QoWS度量方法,即具有最大熵原理的贝叶斯方法。我们提出的方法的关键是利用最大熵原理提取Web服务的QoWS先验分布,然后使用贝叶斯方法推断Web服务的QoWS后验分布。基于获得的QoWS后验分布,可以测量可信QoWS。我们进行了广泛的模拟,以评估我们提出的方法。仿真结果表明,本文提出的方法可以有效地获得可信的QoWS。

著录项

  • 来源
    《Security and communication networks》 |2012年第10期|p.1112-1120|共9页
  • 作者单位

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China;

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China;

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China;

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    quality of web service; bayesian approach; maximum entropy principle; fuzzy decision making;

    机译:网络服务质量;贝叶斯方法最大熵原理模糊决策;

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