Modeling trust in collaborative information systems

S. Javanmardi, C. Lopes
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引用次数: 31

Abstract

Collaborative systems available on the Web allow millions of users to share information through a growing collection of tools and platforms such as wikis, blogs and shared forums. All of these systems contain information and resources with different degrees of sensitivity. However, the open nature of such infrastructures makes it difficult for users to determine the reliability of the available information and trustworthiness of information providers. Hence, integrating trust management systems to open collaborative systems can play a crucial role in the growth and popularity of open information repositories. In this paper, we present a trust model for collaborative systems, namely for platforms based on Wiki technology. This model, based on hidden Markov models, estimates the reputation of the contributors and the reliability of the content dynamically. The focus of this paper is on reputation estimation. Evaluation results based on a subset of Wikipedia shows that the model can effectively be used for identifying vandals, and users with high quality contributions.
协作信息系统中的信任建模
网络上可用的协作系统允许数百万用户通过不断增长的工具和平台(如wiki、博客和共享论坛)共享信息。所有这些系统都包含不同程度敏感的信息和资源。然而,这种基础设施的开放性使得用户难以确定可用信息的可靠性和信息提供者的可信度。因此,将信任管理系统集成到开放的协作系统中可以在开放信息库的增长和普及中发挥至关重要的作用。本文提出了一种基于Wiki技术的协作系统信任模型。该模型以隐马尔可夫模型为基础,动态估计投稿者的声誉和内容的可靠性。本文的研究重点是声誉估计。基于维基百科子集的评估结果表明,该模型可以有效地用于识别破坏者和高质量贡献的用户。
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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