最长填充公共子序列问题的启发式算法

R. Mincu, Alexandru Popa
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引用次数: 1

摘要

在CPM 2017上,Castelli等人定义并研究了最长公共子序列问题的一个新变体,称为最长填充公共子序列问题(LFCS)。对于LFCS问题,输入由两个字符串A和B以及一个多字符集M组成,目标是将M中的字符插入到字符串B中,从而获得一个新的字符串B^*,使A和B^*之间的LCS (Longest Common子序列)最大化。Casteli等人表明该问题是np困难的,并为该问题提供了一个3/5近似算法。本文从实验的角度来研究这一问题。我们引入、实现和测试了新的启发式算法,并将它们与Casteli等人的近似算法进行了比较。此外,我们为该问题引入了一个整数线性规划(ILP)模型,并使用最先进的ILP求解器Gurobi来获得中等规模实例的精确解。
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Heuristic Algorithms for the Longest Filled Common Subsequence Problem
At CPM 2017, Castelli et al. define and study a new variant of the Longest Common Subsequence Problem, termed the Longest Filled Common Subsequence Problem (LFCS). For the LFCS problem, the input consists of two strings A and B and a multiset of characters M. The goal is to insert the characters from M into the string B, thus obtaining a new string B^*, such that the Longest Common Subsequence (LCS) between A and B^* is maximized. Casteli et al. show that the problem is NP-hard and provide a 3/5-approximation algorithm for the problem. In this paper we study the problem from the experimental point of view. We introduce, implement and test new heuristic algorithms and compare them with the approximation algorithm of Casteli et al. Moreover, we introduce an Integer Linear Program (ILP) model for the problem and we use the state of the art ILP solver, Gurobi, to obtain exact solution for moderate sized instances.
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