Argumentation based modeling of decision aiding for autonomous agents

Yannis Dimopoulos, Pavlos Moraitis, A. Tsoukiás
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引用次数: 9

Abstract

Decision aiding can be abstractly described as the process of assisting a user/client/decision maker by recommending possible courses of his action. This process has to be able to cope with incomplete and/or inconsistent information for the following reasons. First, the recommendations provided during this process depend heavily on the environment the decision is made. Since complete knowledge of this environment is almost impossible, decision aiding has to be carried out under incomplete information. Second, the decision aiding process also depends on the preferences of its user. However, such subjective information is affected by uncertainty, possible inconsistencies and is dynamically revised due to the time dimension of decision aiding. A complete description of a model of the user is also almost impossible, therefore a decision aiding process must also account for this source of incompleteness. This work presents a model of decision aiding that is amenable to automation and shows how it can be embedded in autonomous agents and thus give them the capability to provide decision aiding to a human user or to completely substitute him for some decision task. The whole process is modelled in a suitable argumentation framework that treats decision aiding as an iterative defeasible reasoning process.
基于论证的自主智能体决策辅助建模
决策辅助可以抽象地描述为通过建议可能的行动方案来帮助用户/客户/决策者的过程。由于以下原因,此过程必须能够处理不完整和/或不一致的信息。首先,在此过程中提供的建议在很大程度上取决于做出决策的环境。由于完全了解这种环境几乎是不可能的,因此决策辅助必须在不完全信息的情况下进行。其次,决策辅助过程也取决于其用户的偏好。然而,由于辅助决策的时间维度,这种主观信息受到不确定性和可能的不一致性的影响,并且是动态修正的。对用户模型的完整描述也几乎是不可能的,因此决策辅助过程也必须考虑到这种不完整性的来源。这项工作提出了一个适用于自动化的决策辅助模型,并展示了如何将其嵌入到自主代理中,从而使它们能够为人类用户提供决策辅助,或者完全代替人类用户完成某些决策任务。整个过程在一个合适的论证框架中建模,该框架将决策辅助视为一个迭代的可行推理过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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