On the Utility of Neighbourhood Singleton-Style Consistencies for Qualitative Constraint-Based Spatial and Temporal Reasoning

Time Pub Date : 2019-10-15 DOI:10.4230/LIPIcs.TIME.2019.14
Michael Sioutis, Anastasia Paparrizou, T. Janhunen
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引用次数: 1

Abstract

A singleton-style consistency is a local consistency that verifies if each base relation (atom) of each constraint of a qualitative constraint network ( QCN ) can serve as a support with respect to the closure of that network under a (naturally) weaker local consistency. This local consistency is essential for tackling fundamental reasoning problems associated with QCN s, such as the satisfiability checking or the minimal labeling problem, but can suffer from redundant constraint checks, especially when those checks occur far from where the pruning usually takes place. In this paper, we propose singleton-style consistencies that are applied just on the neighbourhood of a singleton-checked constraint instead of the whole network. We make a theoretical comparison with existing consistencies and consequently prove some properties of the new ones. In addition, we propose algorithms to enforce our consistencies, as well as parsimonious variants thereof, that are more efficient in practice than the state of the art. We make an experimental evaluation with random and structured QCN s of Interval Algebra in the phase transition region to demonstrate the potential of our approach.
基于定性约束的时空推理中邻域-辛格尔顿风格一致性的效用
单例式一致性是一种局部一致性,它验证了定性约束网络(QCN)的每个约束的每个基关系(原子)是否可以在(自然)较弱的局部一致性下作为该网络闭合的支持。这种局部一致性对于解决与QCN相关的基本推理问题至关重要,例如满足性检查或最小标记问题,但可能会受到冗余约束检查的影响,尤其是当这些检查发生在远离修剪通常发生的地方时。在本文中,我们提出了单例风格一致性,它只应用于单例检查约束的邻域,而不是整个网络。我们与已有的一致性进行了理论比较,从而证明了新一致性的一些性质。此外,我们提出了一些算法来加强我们的一致性,以及其简约变体,这些算法在实践中比现有技术更有效。我们在相变区用区间代数的随机和结构化QCN进行了实验评估,以证明我们方法的潜力。
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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