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A TABU SEARCH ALGORITHM FOR POST-PROCESSING MULTIPLE SEQUENCE ALIGNMENT

机译:后处理多序列对齐的TABU搜索算法

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摘要

Tabu search is a meta-heuristic approach that is proven to be useful in solving combinatorial optimization problems. We implement the adaptive memory features of tabu search to refine a multiple sequence alignment. Adaptive memory helps the search process to avoid local optima and explores the solution space economically and effectively without getting trapped into cycles. The algorithm is further enhanced by introducing extended tabu search features such as intensification and diversification. The neighborhoods of a solution are generated stochastically and a consistency-based objective function is employed to measure its quality. The algorithm is tested with the datasets from BAliBASE benchmarking database. We have observed through experiments that tabu search is able to improve the quality of multiple alignments generated by other software such as ClustalW and T-Coffee. The source code of our algorithm is available at http://www.bii.a-star.edu.sg/~tariq/tabu/.
机译:禁忌搜索是一种元启发式方法,已证明对解决组合优化问题很有用。我们实现禁忌搜索的自适应内存功能,以完善多序列比对。自适应内存可帮助搜索过程避免局部最优,并经济有效地探索解决方案空间,而不会陷入循环之中。通过引入扩展的禁忌搜索功能(如强化和多样化)进一步增强了该算法。解决方案的邻域是随机生成的,并使用基于一致性的目标函数来衡量其质量。使用BAliBASE基准数据库中的数据集对算法进行了测试。我们已经通过实验观察到,禁忌搜索能够提高其他软件(例如ClustalW和T-Coffee)生成的多重比对的质量。我们算法的源代码可从http://www.bii.a-star.edu.sg/~tariq/tabu/获得。

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