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Coloring based approach for matching unrooted and/or unordered trees

机译:基于着色的方法来匹配无根和/或无序树

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摘要

We consider the problem of matching unrooted unordered labeled trees, which refers to the task of evaluating the distance between trees. One of the most famous formalizations of this problem is the computation of the edit distance defined as the minimum-cost sequence of edit operations that transform one tree into another. Unfortunately, this problem has been proved to be NP-complete. In this paper, we propose a new algorithm to measure distance between unrooted unordered labeled trees. This algorithm uses a specific graph coloring to decompose the trees into small components (stars and bistars). Then, it determines a distance between two trees by computing the edit distance between their components. We prove that the proposed distance is a pseudo-metric and we analyze its time complexity. Our experimental evaluations on large synthetic and real world datasets confirm our analytical results and suggest that the distance we propose is accurate and its algorithm is scalable.
机译:我们考虑匹配无根无序标记树的问题,这是评估树之间距离的任务。这个问题最著名的形式之一是编辑距离的计算,定义为将一棵树转换为另一棵树的编辑操作的最低成本顺序。不幸的是,这个问题已经被证明是NP完全的。在本文中,我们提出了一种新的算法来测量无根无序标记树之间的距离。该算法使用特定的图形着色将树木分解为小组件(星形和双星形)。然后,它通过计算两棵树之间的编辑距离来确定两棵树之间的距离。我们证明了提出的距离是伪度量,并且我们分析了其时间复杂度。我们对大型综合和现实世界数据集的实验评估证实了我们的分析结果,并表明我们提出的距离是准确的,并且其算法是可扩展的。

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