基于遗传算法的多维动态信任评估模型

Shunan Ma, Jingsha He
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引用次数: 6

摘要

由于分布式环境中的实体缺乏足够的全局信息,难以准确地评估信任。考虑分布式环境中资源的开放性、动态性和不确定性等特点,提出了一种新的动态信任评估模型。该模型基于多维视图描述了影响信任评估的因素,包括实体的静态属性、基于时间的行为推测、上下文感知和通信条件。然后在该模型中引入遗传算法(GA)进行信任计算,这是传统信任模型缺乏数学工具进行多维数据处理的重要原因。仿真结果表明,与其他信任评估模型相比,本文提出的模型具有更好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Multi-Dimension Dynamic Trust Evaluation Model Based on GA
As entities in distributed environments lack sufficient global information, it is difficult to evaluate trust accurately. By considering characteristics of resources in distributed environments such as openness, dynamicity and uncertainty, we proposed a new dynamic trust evaluation model in this paper. The model describes factors that can affect trust evaluation based on a multi-dimensional view that include static attributes of entities, time-based behavior speculation, context awareness and communication conditions. Genetic algorithm (GA) is then introduced to do trust computation in the proposed model, which is important due to the lack of mathematical tools in traditional trust models for multi-dimensional data processing. Simulation results show that our proposed model is better compared to other trust evaluation models.
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