基于模糊逻辑的自适应信任模型

Jeferson José Baqueta, M. M. Morveli-Espinoza, Gustavo Alberto Giménez Lugo, Cesar Augusto Tacla
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引用次数: 0

摘要

在合作环境中,代理相互委托任务以实现其目标是常见的,因为代理可能没有能力或资源单独实现其目标。然而,为了选择好的合作伙伴,代理需要处理有关其合作伙伴的能力、经验和目标的信息。在这种情况下,信息的缺乏或不准确可能会影响代理对给定合作伙伴的判断;因此,依赖不可信代理的风险就会增加。因此,在这项工作中,我们提出了一个信任模型,该模型结合了不同的信息,如社会形象、声誉和引用,以产生关于代理的特征和能力的更精确的信息。我们的信任模型的一个重要方面是,它可以很容易地配置为处理不同的评估标准。例如,在我们的实验中,代理能够根据可用性而不是专业水平来选择合作伙伴。此外,该模型允许代理决定自己对合作伙伴的意见何时比从第三方获得的意见更相关,反之亦然。这种灵活性可以在动态场景中探索,其中环境和代理的行为可能不断变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Adaptive Trust Model Based on Fuzzy Logic
In cooperative environments is common that agents delegate tasks to each other to achieve their goals since an agent may not have the capabilities or resources to achieve its objectives alone. However, to select good partners, the agent needs to deal with information about the abilities, experience, and goals of their partners. In this situation, the lack or inaccuracy of information may affect the agent's judgment about a given partner; and hence, increases the risk to rely on an untrustworthy agent. Therefore, in this work, we present a trust model that combines different pieces of information, such as social image, reputation, and references to produce more precise information about the characteristics and abilities of agents. An important aspect of our trust model is that it can be easily configured to deal with different evaluation criteria. For instance, as presented in our experiments, the agents are able to select their partners by availability instead of the expertise level. Besides, the model allows the agents to decide when their own opinions about a partner are more relevant than the opinions received from third parties, and vice-versa. Such flexibility can be explored in dynamic scenarios, where the environment and the behavior of the agents might change constantly.
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