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Explaining Propagators for String Edit Distance Constraints

机译:解释字符串编辑距离约束的传播者

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The computation of string similarity measures has been thoroughly studied in the scientific literature and has applications in a wide variety of different areas. One of the most widely used measures is the so called string edit distance which captures the number of required edit operations to transform a string into another given string. Although polynomial time algorithms are known for calculating the edit distance between two strings, there also exist NP-hard problems from practical applications like scheduling or computational biology that constrain the minimum edit distance between arrays of decision variables. In this work, we propose a novel global constraint to formulate restrictions on the minimum edit distance for such problems. Furthermore, we describe a propagation algorithm and investigate an explanation strategy for an edit distance constraint propagator that can be incorporated into state of the art lazy clause generation solvers. Experimental results show that the proposed propagator is able to significantly improve the performance of existing exact methods regarding solution quality and computation speed for benchmark problems from the literature.
机译:在科学文献中彻底研究了字符串相似度措施,并在各种不同地区具有应用。最广泛使用的措施之一是所谓的String编辑距离,其捕获所需的编辑操作的数量,以将字符串转换为另一个给定的字符串。尽管已知用于计算两个字符串之间的编辑距离的多项式时间算法,但是从实际应用中还存在NP-Charly问题,如调度或计算生物学,其限制决策变量阵列之间的最小编辑距离。在这项工作中,我们提出了一种新的全球制约,以制定对此类问题的最低编辑距离的限制。此外,我们描述了一种传播算法,并调查用于编辑距离约束传播者的解释策略,该距离可以结合到艺术懒人子句生成求解器的状态。实验结果表明,该拟议的传播者能够显着提高关于溶液质量和计算速度的现有精确方法的性能,以了解文献中的基准问题。

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