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Here, There, but Not Everywhere: An Extended Framework for Qualitative Constraint Satisfaction

机译:在这里,在这里,但不是无处不在:一个规格约束满足的扩展框架

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Dealing with spatial and temporal knowledge is an indispensable part of almost all aspects of human activities. The qualitative approach to spatial and temporal reasoning (QSTR) provides a promising framework for spatial and temporal knowledge representation and reasoning. QSTR typically represents spatial/temporal knowledge in terms of qualitative relations (e.g., to the east of, after), and reasons with the knowledge by solving qualitative constraints. When formulating a qualitative constraint satisfaction problem (CSP), it is usually assumed that each variable could be "here, there and everywhere." Practical applications e.g. urban planning, however, often require a variable taking values from a certain finite subset of the universe, i.e. require it to be 'here or there'. This paper extends the classic framework of qualitative constraint satisfaction by allowing variables taking values from finite domains. The computational complexity of this extended consistency problem is examined for five most important qualitative calculi, viz. Point Algebra, Interval Algebra, Cardinal Relation Algebra, RCC-5, and RCC-8. We show that the extended consistency problem remains in NP, but when only basic constraints are considered, the extended consistency problem for each calculus except Point Algebra is already NP-hard.
机译:处理空间和时间知识是人类活动几乎所有方面的不可或缺的一部分。空间和时间推理的定性方法(QSTR)为空间和时间知识表示和推理提供了一个有希望的框架。 QSTR通常代表在定性关系(例如,以后)的定性关系方面的空间/时间知识以及通过解决定性约束的知识的原因。在制定定性约束满足问题(CSP)时,通常假设每个变量可以是“这里,到处都是”。实际应用尤。然而,城市规划通常需要从宇宙的某个有限子集中取得的变量,即,请将其“在这里或那里”。本文通过允许从有限域中取值来扩展了定性约束满足的经典框架。对于五个最重要的定性计算,VIZ,检查了这种扩展一致性问题的计算复杂度。点代数,间隔代数,红衣主义代数,RCC-5和RCC-8。我们显示扩展的一致性问题仍然存在于NP中,但是当考虑基本约束时,除点代数之外的每个微积分的扩展一致性问题已经是np-soll。

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