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Dealing with Trust and Reputation in Unreliable Multi-agent Trading Environments

机译:在不可靠的多代理交易环境中处理信任和声誉

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In shared competitive environments, where information comes from various sources, agents may interact with each other in a competitive manner in order to achieve their individual goals. Numerous research efforts exist, attempting to define protocols, rules and interfaces for agents to abide by and ensure trustworthy exchange of information. Auction environments and e-commerce platforms are such paradigms, where trust and reputation are vital factors determining agent strategy. And though the process is always secured with a number of safeguards, there is always the issue of unreliability. In this context, the Agent Reputation and Trust (ART) testbed has provided researchers with the ability to test different trust and reputation strategies, in various types of trust/reputation environments. Current work attempts to identify the most viable trust and reputation models stated in the literature, while it further elaborates on the issue by proposing a robust trust and reputation mechanism. This mechanism is incorporated in our agent, HerculAgent, and tested in a variety of environments against the top performing agents of the ART competition. The paper provides a thorough analysis of ART, presents HerculAgent s architecture and dis-cuss its performance.
机译:在共享竞争环境中,信息来自各种来源的地方,代理商可以以竞争方式相互互动,以实现个人目标。存在许多研究工作,试图为代理商定义协议,规则和界面,以遵守并确保值得信赖的信息交流。拍卖环境和电子商务平台是这样的范式,其中信任和声誉是确定代理战略的重要因素。虽然过程始终以许多保障措施担保,但始终存在不可靠的问题。在这种情况下,代理商声誉和信任(艺术)测试台为研究人员提供了在各种类型的信任/声誉环境中测试不同的信任和声誉策略。目前的工作试图确定文献中规定的最可行的信任和声誉模型,而通过提出强大的信任和声誉机制,它进一步详细说明了这个问题。这种机制纳入我们的代理人,Herculagent,并在各种环境中进行测试,针对艺术竞赛的顶部表演代理商。本文提供了对艺术的彻底分析,提出了Herculagent的架构和分解它的性能。

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