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Abstract argumentation and the rational man

机译:抽象论证与理性人

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A Abstract argumentation has emerged as a method for non-monotonic reasoning that has gained popularity in the symbolic artificial intelligence community. In the literature, the different approaches to abstract argumentation that were refined over the years are typically evaluated from a formal logics perspective; an analysis that is based on models of economically rational decision-making does not exist. In this paper, we work towards addressing this issue by analysing abstract argumentation from the perspective of the rational man paradigm in microeconomic theory. To assess under which conditions abstract argumentation-based decision-making can be considered economically rational, we derive reference independence as a non-monotonic inference property from a formal model of economic rationality and create a new argumentation principle that ensures compliance with this property. We then compare the reference independence principle with other reasoning principles, in particular with cautious monotony and rational monotony. We show that the argumentation semantics as proposed in Dung's seminal paper, as well as other semantics we evaluate, with the exception of naive semantics and the SCC-recursive CF2 semantics, violate the reference independence principle. Consequently, we investigate how structural properties of argumentation frameworks impact the reference independence principle and identify cyclic expansions (both even and odd cycles) as the root of the problem. Finally, we put reference independence into the context of preference-based argumentation and show that for this argumentation variant, which explicitly models preferences, reference independence cannot be ensured in a straight-forward manner.
机译:一种抽象的论证被出现为非单调推理的方法,这在象征性的人工智能界中受到普及。在文献中,通常从正式的逻辑视角评估多年来提炼的抽象论证的不同方法;基于经济上理性决策的模型的分析不存在。在本文中,我们通过在微观经济理论中的理性人范式的角度分析抽象论证来解决这个问题。为了评估摘要基于论证的决策可以被认为是经济上的理性,我们从经济合理性正式模型中获得了作为非单调的推理财产的参考独立性,并创造了一种确保遵守本财产的新论证原则。然后,我们将参考独立原则与其他推理原则进行比较,特别是谨慎的单调和合理的单调。我们展示了粪便精英纸上提出的论证语义,以及我们评估的其他语义,除了天真的语义和SCC递归CF2语义之外,违反了参考独立性原则。因此,我们调查论证框架的结构特性如何影响参考独立性原则,并确定循环扩展(均匀和奇数周期)作为问题的根源。最后,我们将参考独立性放入基于偏好的论证的上下文,并显示用于该参数变体,该变体显式模拟偏好,不能以直接的方式确保参考独立性。

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