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CONSTRAINT SATISFACTION IN PROLOG - COMPLEXITY AND THEORY-BASED HEURISTICS

机译:序贯中的约束满足-复杂性和基于理论的启发式

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We obtain here the complexity of solving a type of Prolog problem which Geneserth and Nilsson have called sequential constraint satisfaction. Such problems are of direct relevance to relational database retrieval as well as providing a tractable first step in analyzing Prolog problem-solving in the general case. The present paper provides the first analytic expressions for the expected complexity of solving sequential constraint satisfaction problems. These expressions provide a basis for the formal derivation of heuristics for such problems, analogous to the theory-based heuristics obtained by the author for traditional constraint satisfaction problem-solving. An example of this is given, in obtaining a formal basis for the conjunct-ordering heuristic proposed by Warren. Due to the incorporation of ''constraint tightness'' into the analysis, the expected complexity obtained here has the useful property that it is usually quite accurate even for individual problem instances, rather than only for the assumed underlying problem class as a whole. Heuristics based on these results can be expected to be equally instance-specific. An example of this for Warren's heuristic is also given. [References: 24]
机译:在这里,我们获得了解决一种Prolog问题的复杂性,Geneserth和Nilsson称之为序贯约束满足。这些问题与关系数据库检索直接相关,并且在一般情况下为分析Prolog问题解决提供了一个易于处理的第一步。本文为解决顺序约束满足问题的预期复杂度提供了第一个解析表达式。这些表达式为启发式方法针对此类问题的形式推导提供了基础,类似于作者为传统约束满足问题解决而获得的基于理论的启发式方法。在获得沃伦提出的合相排序启发式方法的形式基础时,给出了一个例子。由于在分析中纳入了“约束紧密度”,因此此处获得的预期复杂度具有有用的属性,即即使对于单个问题实例,它也通常非常准确,而不是仅针对整个假设的基本问题类别。可以预期,基于这些结果的启发式方法将特定于实例。还给出了沃伦启发式方法的一个例子。 [参考:24]

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