无序树中的模式匹配

D. Shasha, J. Wang, Kaizhong Zhang, F. Shih
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引用次数: 3

摘要

考虑了无序树之间的比较问题,即兄弟树之间的顺序不重要的树。比较的标准是通过对树节点的删除、插入和重新标记操作的代价的加权和来度量的距离。这种比较可能有助于任何领域(例如遗传学)的模式识别工作,其中数据可以自然地以无序树为特征。我们观察到,这个问题是np完全的。给出了一种枚举算法和几种求解近似解的启发式算法。该算法基于概率爬坡和二部匹配技术。通过将启发式算法应用于基于先前提出的形态模型的工业零件转换的一组树,评估了启发式算法的准确性和时间效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Pattern matching in unordered trees
The problem of comparison between unordered trees, i.e. trees for which the order among siblings is unimportant, is considered. The criterion for comparison is the distance as measured by a weighted sum of the costs of deletion, insertion, and relabel operations on tree nodes. Such comparisons may contribute to pattern recognition efforts in any field (e.g. genetics) where data can naturally be characterized by unordered trees. It is observed that the problem is NP-complete. An enumerative algorithm and several heuristics leading to approximate solutions are given. The algorithms are based on probabilistic hill climbing and bipartite matching techniques. The accuracy and time efficiency of the heuristics are evaluated by applying them to a set of trees transformed from industrial parts based on a previously proposed morphological model.<>
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