A vectorial tree distance measure

Author:

Priel Avner,Tamir Boaz

Abstract

AbstractA vectorial distance measure for trees is presented. Given two trees, we define a Tree-Alignment (T-Alignment). We T-align the trees from their centers outwards, starting from the root-branches, to make the next level as similar as possible. The algorithm is recursive; condition on the T-alignment of the root-branches we T-align the sub-branches, thereafter each T-alignment is conditioned on the previous one. We define a minimal T-alignment under a lexicographic order which follows the intuition that the differences between the two trees constitutes a vector. Given such a minimal T-alignment, the difference in the number of branches calculated at any level defines the entry of the distance vector at that level. We compare our algorithm to other well-known tree distance measures in the task of clustering sets of phylogenetic trees. We use the TreeSimGM simulator for generating stochastic phylogenetic trees. The vectorial tree distance (VTD) can successfully separate symmetric from asymmetric trees, and hierarchical from non-hierarchical trees. We also test the algorithm as a classifier of phylogenetic trees extracted from two members of the fungi kingdom, mushrooms and mildews, thus showimg that the algorithm can separate real world phylogenetic trees. The Matlab code can be accessed via: https://gitlab.com/avner.priel/vectorial-tree-distance.

Publisher

Springer Science and Business Media LLC

Subject

Multidisciplinary

Reference43 articles.

1. Wilson, R. C. & Zhu, P. A study of graph spectra for comparing graphs and trees. J. Pattern Recogn. 41(9), 2833–2841 (2008).

2. Bille, P. A survey on the tree edit distance and related problems. Theoret. Comput. Sci. 337(1–3), 219–239 (2005).

3. Zhang, M., Jiang, H., Aw ,A. T., Sun, J., Li, S. & Tan C.L. A tree-to-tree alignment-based model for statistical machine translation. In MT-Summit-07 535–542 (2007).

4. Zhang, M., Jiang, H., Aw, A. T., Sun, J., Li, S. & Tan, C. L. A tree sequence alignment-based tree-to-tree translation model. In ACL-08: HLT-46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference 559–567 (2008).

5. Robinson, D. F. & Foulds, L. R. Comparison of phylogenetic trees. Math. Biosci. 53, 131–147 (1981).

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3