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Reasoning with Qualitative Preferences and Cardinalities using Generalized Circumscription

机译:使用广义界定的定性偏好和基数推理

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The topic of preference modeling has recently attracted the interest of a number of sub-disciplines in artificial intelligence such as the nonmonotonic reasoning and action and change communities. The approach in these communities focuses on qualitative preferences and preference models which provide more natural representations from a commonsense perspective. In this paper, we show how generalized circumscription can be used as a highly expressive framework for qualitative preference modeling. Generalized circumscription proposed by Lifschitz allows for predicates (and thus formulas) to be minimized relative to arbitrary pre-orders (reflexive and transitive). Although it has received little attention, we show how it may be used to model and reason about elaborate qualitative preference relations. One of the perceived weaknesses with any type of circumscription is the 2nd-order nature of the representation. The paper shows how a large variety of preference theories represented using generalized circumscription can in fact be reduced to logically equivalent first-order theories in a constructive way. Finally, we also show how preference relations represented using general circumscription can be extended with cardinality constraints and when these extensions can also be reduced to logically equivalent first-order theories.
机译:偏好建模主题最近吸引了一些人工智能中一些子学科的兴趣,例如非单调的推理和行动和改变社区。这些社区中的方法侧重于定性偏好和偏好模型,其提供了从顽强的角度提供了更多自然的表现。在本文中,我们展示了广义的界定如何用作具有定性偏好建模的高度富有表现力的框架。 Lifschitz提出的广义界定允许相对于任意预测(反射和传递)最小化的谓词(以及因此公式)。虽然它受到了很少的关注,但我们展示了如何用来模拟和理由制定定性偏好关系。任何类型的环节的感知弱点之一是表示的2nd阶性。本文显示了如何以建设性的方式减少到使用广义界定所代表的各种优选理论,实际上可以减少到逻辑上等同的第一阶理论。最后,我们还展示了使用一般界定所代表的偏好关系可以用基数限制扩展,并且当这些延伸也可以减少到逻辑上等同的一阶理论时。

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