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Trust-Based Decision Making in a Self-Adaptive Agent Organization

机译:自适应代理组织中基于信任的决策

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摘要

Interaction between agents is one of the key factors in multiagent societies. Using interaction, agents communicate with each other and cooperatively execute complex tasks that are beyond the capability of a single agent. Cooperatively executing tasks may endanger the success of an agent if it attempts to cooperate with peers that are not proficient or reliable. Therefore, agents need to have an evaluation mechanism to select peers for cooperation. Trust is one of the measures commonly used to evaluate the effectiveness of agents in cooperative societies. Since all interactions are subject to uncertainty, the risk behavior of agents as a contextual factor needs to be taken into account in decision making. In this research, we propose the concept of adaptive risk and agent strategy along with an algorithm that helps agents make decisions in an self-adaptive society utilizing an agent's own experience and recommendation-based trust. Trust-based decision making increases the profit of the system along with lower task failure in comparison to a no-trust model in which agents do not utilize evaluation mechanisms for choosing their cooperation peers.
机译:代理之间的交互是多代理社会中的关键因素之一。使用交互,代理可以相互通信并协作执行超出单个代理能力范围的复杂任务。如果代理尝试与不熟练或不可靠的对等方合作,则协作执行任务可能会危及代理的成功。因此,代理商需要一种评估机制来选择合作伙伴。信任是评估合作社中代理人有效性的常用手段之一。由于所有交互作用都具有不确定性,因此在决策过程中需要考虑作为背景因素的代理人的风险行为。在这项研究中,我们提出了适应性风险和代理策略的概念以及一种算法,该算法可以帮助代理利用代理自身的经验和基于推荐的信任来在自适应社会中做出决策。与不信任模型(代理不使用评估机制来选择合作伙伴)相比,基于信任的决策可以增加系统的收益,并减少任务失败。

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