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Complexity of Nested Circumscription and Nested Abnormality Theories

机译:嵌套环境与嵌套异常理论的复杂性

摘要

The need for a circumscriptive formalism that allows for simple yet elegantmodular problem representation has led Lifschitz (AIJ, 1995) to introducenested abnormality theories (NATs) as a tool for modular knowledgerepresentation, tailored for applying circumscription to minimize exceptionalcircumstances. Abstracting from this particular objective, we propose L_{CIRC},which is an extension of generic propositional circumscription by allowingpropositional combinations and nesting of circumscriptive theories. As shown,NATs are naturally embedded into this language, and are in fact of equalexpressive capability. We then analyze the complexity of L_{CIRC} and NATs, andin particular the effect of nesting. The latter is found to be a source ofcomplexity, which climbs the Polynomial Hierarchy as the nesting depthincreases and reaches PSPACE-completeness in the general case. We also identifymeaningful syntactic fragments of NATs which have lower complexity. Inparticular, we show that the generalization of Horn circumscription in the NATframework remains CONP-complete, and that Horn NATs without fixed letters canbe efficiently transformed into an equivalent Horn CNF, which impliespolynomial solvability of principal reasoning tasks. Finally, we also studyextensions of NATs and briefly address the complexity in the first-order case.Our results give insight into the ``cost'' of using L_{CIRC} (resp. NATs) as ahost language for expressing other formalisms such as action theories,narratives, or spatial theories.
机译:Lifschitz(AIJ,1995)需要一种可以简单而优雅的模块化问题表示形式的外在形式主义,这导致了嵌套异常理论(NATs)作为模块化知识表示的一种工具,旨在通过应用外切来最大程度地减少特殊情况。从这个特定的目标中抽象出来,我们提出了L_ {CIRC},它是对一般命题限制的扩展,它允许命题组合和嵌套限制理论。如图所示,NAT自然地嵌入到该语言中,并且实际上具有同等的表达能力。然后,我们分析L_ {CIRC}和NAT的复杂性,尤其是嵌套的影响。人们发现后者是复杂性的来源,一般情况下,随着嵌套深度的增加,它会爬升多项式层次结构并达到PSPACE完整性。我们还确定了具有较低复杂度的有意义的NAT语法片段。特别是,我们显示了NAT框架中Horn限制的泛化仍然是CONP完整的,没有固定字母的Horn NAT可以有效地转换为等效的Horn CNF,这意味着主要推理任务的多项式可解性。最后,我们还研究了NAT的扩展并简要解决了一阶情况下的复杂性。我们的结果深入了解了使用L_ {CIRC}(respon.NATs)作为宿主语言来表达其他形式主义的``成本''动作理论,叙述或空间理论。

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