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A simple, general and robust trust agent to help elderly select online services

机译:一个简单,通用且强大的信托代理,可帮助老年人选择在线服务

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摘要

In the age of the Internet, the elderly population may find it desirable to use online services. Unfortunately, many elderly users are not technically savvy and are vulnerable to malicious online service providers. Computational trust management systems may be a viable way to protect them, but the presence of collusion that corrupts the sources of information based on which many existing trust models make their recommendations poses a serious threat. In this paper, we propose a reinforcement learning based trust agent that does not rely on sophisticated computations or elaborate infrastructural support in the environment to work. Simulation results show that the proposed trust agent can significantly outperform existing models against collusion.
机译:在互联网时代,老年人可能希望使用在线服务。不幸的是,许多老年用户在技术上并不精明,并且容易受到恶意在线服务提供商的攻击。计算信任管理系统可能是保护它们的可行方法,但是存在许多合谋的存在,这些合谋破坏了信息源,许多现有信任模型基于此来提出建议,这构成了严重的威胁。在本文中,我们提出了一种基于强化学习的信任代理,它不依赖复杂的计算或环境中复杂的基础设施支持来工作。仿真结果表明,所提出的信任代理可以显着优于现有模型进行共谋。

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