Applying interrater reliability measure for user credibility assessment in reputation-oriented service discovery

Web Intell. Pub Date : 2022-11-08 DOI:10.3233/web-220002
Arnab Paul, Sourish Dhar, S. Roy
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Abstract

Service Oriented Architecture is built on services in which web service discovery is one of the most widely explored domains. Service reputation plays a vital role in the discovery process while selecting the optimal service from a large pool of functionally equivalent services. Reputation mechanism attempts to forecast the future performance of a service based on its past behaviors generally obtained in the form of feedback ratings submitted by users of the service. These feedback ratings about a service may vary from user to user. Variations in feedback ratings could be because of different users’ different subjective judgments and/or dishonest users’ purposely submitted unfair ratings. This paper proposes a service reputation measurement approach counting such diversified act of rating. To realize this goal, an efficient user credibility assessment methodology has been devised by employing the measure of interrater reliability. Experiments are performed to validate the feasibility and effectiveness of the proposed reputation measurement approach. The experimental results depict that the proposed approach can fairly assess service reputations in the presence of various kinds of raters in the system.
在面向声誉的服务发现中应用互信度测度进行用户可信度评估
面向服务的体系结构建立在服务之上,其中web服务发现是最广泛探索的领域之一。在从大量功能等效的服务池中选择最佳服务时,服务声誉在发现过程中起着至关重要的作用。信誉机制试图根据服务的过去行为来预测服务的未来性能,通常以服务用户提交的反馈评级的形式获得。这些关于服务的反馈评级可能因用户而异。反馈评分的差异可能是因为不同用户的主观判断不同,或者不诚实的用户故意提交不公平的评分。本文提出了一种计算这种多样化评价行为的服务信誉度量方法。为了实现这一目标,本文设计了一种有效的用户可信度评估方法,该方法采用互信度度量。实验验证了所提出的声誉度量方法的可行性和有效性。实验结果表明,该方法可以在系统中存在各种评分者的情况下公平地评估服务声誉。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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