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Agent Trust Management Based on Human Plausible Reasoning: Application to Web Search

机译:基于人类合理推理的Agent信任管理:在Web搜索中的应用

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摘要

In open systems, different service providers can join and leave at any time. Multi Agent Systems (MASs) are being used more and more as the basis of open systems. Although openness brings a huge opportunity for different systems to operate in a decoupled and autonomous manner, it can introduce untrustworthy agents into the society. For this purpose, Agent Trust Management (ATM) methods have been proposed to try to eliminate this defect. This paper presents a general framework for managing trust in MASs based on the theory of Human Plausible Reasoning (HPR). The goal of the proposed framework is to determine for each user a ranked list of trusted agents and to find newer possible trust relationships between users and agents. We use the HPR certainty parameters to define how trustworthy each agent is in the list. We measure the agent trust according to two metrics: the direct interaction rating and third-party references. For each user, a third party is any other user with whom a HPR relationship exists. We aggregate the direct interaction rating value and the reputation values of third parties to achieve a single quantitative value for the trust. This value is then used to rank the agents. We apply our HPR-based ATM framework to the domain of Web search. The resulting ATM system provides the user a list of trusted search engines ranked according to the reputation the search engine has gained by interacting with other related users as well as the retrieval precision of pages returned in response to the user's query.
机译:在开放系统中,不同的服务提供商可以随时加入和退出。多代理系统(MAS)被越来越多地用作开放系统的基础。尽管开放性为不同的系统以分离和自治的方式运行提供了巨大的机会,但它可以将不信任的代理人引入社会。为此,已经提出了代理信任管理(ATM)方法来尝试消除此缺陷。本文提出了基于人类合理推理(HPR)理论的管理MAS中信任的通用框架。提出的框架的目标是为每个用户确定可信代理的排名列表,并找到用户与代理之间的较新的可能信任关系。我们使用HPR确定性参数来定义每个代理在列表中的可信度。我们根据两个指标来衡量代理信任:直接互动评级和第三方参考。对于每个用户,第三方是与HPR关系存在的任何其他用户。我们将直接互动评级值和第三方的信誉值进行汇总,以实现该信托的单一定量值。然后使用该值对代理进行排名。我们将基于HPR的ATM框架应用于Web搜索领域。最终的ATM系统为用户提供了一个受信任的搜索引擎列表,该列表根据搜索引擎通过与其他相关用户进行交互而获得的信誉以及响应于用户查询返回的页面的检索精度而排名。

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