The -Cophenetic Metric for Phylogenetic Trees as an Interleaving Distance
arXiv:1803.07609 · doi:10.1007/978-3-030-11566-1_5
Abstract
There are many metrics available to compare phylogenetic trees since this is a fundamental task in computational biology. In this paper, we focus on one such metric, the -cophenetic metric introduced by Cardona et al. This metric works by representing a phylogenetic tree with labeled leaves as a point in known as the cophenetic vector, then comparing the two resulting Euclidean points using the distance. Meanwhile, the interleaving distance is a formal categorical construction generalized from the definition of Chazal et al., originally introduced to compare persistence modules arising from the field of topological data analysis. We show that the -cophenetic metric is an example of an interleaving distance. To do this, we define phylogenetic trees as a category of merge trees with some additional structure; namely labelings on the leaves plus a requirement that morphisms respect these labels. Then we can use the definition of a flow on this category to give an interleaving distance. Finally, we show that, because of the additional structure given by the categories defined, the map sending a labeled merge tree to the cophenetic vector is, in fact, an isometric embedding, thus proving that the -cophenetic metric is, in fact, an interleaving distance.
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- Bounding the Interleaving Distance for Mapper Graphs with a Loss Function