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Psychology-Inspired Trust Restoration Framework in Distributed Multiagent Systems

机译:心理学启发了分布式多读系统的信任恢复框架

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摘要

Trust violation during cooperation of autonomous agents in multiagent systems is usually unavoidable and can arise due to a wide number of reasons. From a psychological point of view, the violation of an agent’s trust is a result of one agent (which is a transgressor) expressing a very low weight on the welfare of another agent (which is a victim) by inflicting a high cost for a very small benefit. In order for the victim to make an effective decision about whether to cooperate or punish for the next interaction, a psychological variable called welfare tradeoff ratio (WTR) can be used to upregulate the transgressor’s disposition so that the number of exploitive behaviors that are likely to happen in the future will be decreased. In this paper, we propose computational models of metrics based on the welfare tradeoff ratio along with the way by which multiple metrics can be integrated to provide the final result. Additionally, a number of experiments based on social network analysis are conducted to evaluate the performance of the proposed framework and the results show that by implementing WTR the simulated network is able to deal with different levels of trust violation effectively.
机译:在多层系统中自治代理合作期间的信任违规通常是不可避免的,并且由于广泛的原因而可能会出现。从心理学的角度来看,违反代理人的信任的行为是一个代理人(这是一个违法者),这是对另一个代理人(这是受害者)的福利表达非常低的重量,这是一个非常高的成本小益处。为了使受害人作出是否合作或惩罚下一个交互的有效的决策,心理变量称为福利权衡比(WTR)可用于上调奸诈的性格,这样有可能剥削行为的数量将来发生将会减少。在本文中,我们基于福利权衡比率提出了指标的计算模型以及可以集成多个度量来提供最终结果的方式。此外,进行了基于社交网络分析的许多实验,以评估所提出的框架的性能,结果表明,通过实施WTR,模拟网络能够有效地处理不同程度的信任违规程度。

著录项

  • 作者

    Ruchdee Binmad; Mingchu Li;

  • 作者单位
  • 年度 2018
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  • 原文格式 PDF
  • 正文语种 eng
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