CATEF:信心感知信任评估框架

H. Shakeri, A. G. Bafghi
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引用次数: 0

摘要

在信任管理系统中,对信任的估计值有一个信心度量是有用的。考虑了信任的概念,使得对信任的估计更加准确。本文介绍了一种基于置信感知的信任估计计算框架CATEF。在该框架中,对原子信任意见的可靠性进行估计,并将其作为置信度。CATEF还提出了用于聚合和传播具有自信意识的信任意见的新算子。这些算子考虑了聚合意见的数量和一致性水平以及传播链的长度。在著名的Epinions数据集上进行的实验结果表明,与现有方法相比,我们的方法提高了信任推理的准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
CATEF: Confidence-aware trust estimation framework
In a trust management system, it is useful to have a measure of confidence in the estimated value of trust. Considering the concept of confidence, results in more accurate estimation of trust. In this paper we introduce a computational framework for confidence-aware trust estimation, CATEF. In this framework, for an atomic trust opinion, the reliability of the opinion is estimated and considered as the confidence value. CATEF also suggests novel operators for aggregation and propagation of confidence-aware trust opinions. These operators take into account the number and consistency level of the aggregated opinions and the length of the propagation chain. The results of experiments carried out on the well-known dataset of Epinions, show that our approach increases the accuracy of trust inference comparing to the existing methods.
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