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Exact and Heuristic Approaches for the Longest Common Palindromic Subsequence Problem

机译:最长共同回文子序列问题的精确和启发式方法

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The longest common palindromic subsequence (LCPS) problem requires to find a longest palindromic string that appears as subsequence in each string from a given set of input strings. The algorithms that can be found in the related literature are specific for LCPS problems with only two input strings. In contrast, in this work we consider the general case with an arbitrary number of input strings, which is NP-hard. To solve this problem we propose a fast greedy heuristic, a beam search, and an exact A* algorithm. Moreover, A* is extended by a simple diving mechanism as well as a combination with beam search in order to find good quality solutions already early in the search process. The most important findings that result from the experimental evaluation include that (1) A* is able to efficiently find proven optimal solutions for smaller problem instances, (2) the anytime behavior of A* can be significantly improved by incorporating diving or beam search, and (3) beam search is best from a purely heuristic perspective.
机译:最长的通用回文子序列(LCPS)问题需要从给定的一组输入字符串中找到最长的回文字符串,该字符串在每个字符串中均显示为子序列。在相关文献中可以找到的算法专用于只有两个输入字符串的LCPS问题。相反,在这项工作中,我们考虑具有任意数量的输入字符串的一般情况,这很困难。为了解决这个问题,我们提出了一种快速贪婪启发式算法,波束搜索和精确的A *算法。此外,A *通过简单的潜水机制以及与波束搜索的结合来扩展,以便在搜索过程的早期就找到高质量的解决方案。实验评估得出的最重要发现包括:(1)A *能够针对较小的问题实例有效地找到经过验证的最佳解决方案;(2)通过合并潜水或波束搜索,A *的任何时候的行为都可以得到显着改善, (3)从纯粹启发式的角度来看,波束搜索是最好的。

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