Abstract
The tree metric theorem provides a combinatorial four-point condition that characterizes dissimilarity maps derived from pairwise compatible split systems. A related weaker four point condition characterizes dissimilarity maps derived from circular split systems known as Kalmanson metrics. The tree metric theorem was first discovered in the context of phylogenetics and forms the basis of many tree reconstruction algorithms, whereas Kalmanson metrics were first considered by computer scientists, and are notable in that they are a non-trivial class of metrics for which the traveling salesman problem is tractable. We present a unifying framework for these theorems based on combinatorial structures that are used for graph planarity testing. These are (projective) PC-trees, and their affine analogs, PQ-trees. In the projective case, we generalize a number of concepts from clustering theory, including hierarchies, pyramids, ultrametrics, and Robinsonian matrices, and the theorems that relate them. As with tree metrics and ultrametrics, the link between PC-trees and PQ-trees is established via the Gromov product.
Similar content being viewed by others
References
Bertrand P., Janowitz M.F.: Pyramids and weak hierarchies in the ordinal model for clustering. Discrete Appl. Math. 122(1-3), 55–81 (2002)
Booth K., Lueker G.: Testing for the consecutive ones property, interval graphs, and graph planarity using PQ-tree algorithms. J. Comput. System Sci. 13(3), 335–379 (1976)
Bryant D., Moulton V.: Neighbor-Net: an agglomerative method for the construction of phylogenetic networks. Mol. Biol. Evol. 21(2), 255–265 (2004)
Bryant, D., Moulton, V., Spillner, A.: Consistency of the neighbor-net algorithm. Algorithms Mol. Bio. 2, #8 (2007)
Buneman, P.: The recovery of trees from measures of dissimilarity. In: Hodson, F.R., Kendall, D.G., Tǎutu, P. (eds.)Mathematics in the Archaeological and Historical Sciences, pp. 387–395. Edinburgh University Press, Edinburgh (1971)
Chepoi V., Fichet B.: A note on circular decomposable metrics. Geom. Dedicata 69(3), 237–240 (1998)
Christopher, G., Farach, M., Trick, M.: The structure of circular decomposable metrics. In: Diaz, J., Serna, M. (eds.) Algorithms—ESA’96, pp. 486–500. Springer, Berlin (1996)
Dewey, C., Pachter, L.: Evolution at the nucleotide level: the problem of multiple whole genome alignment. Hum. Mol. Genet. 15(suppl 1), R51–R56 (2006)
Diday, E.: Orders and overlapping clusters by pyramids. In: De Leeuw, J., Heiser, W.J., Meulman, J.J., Critchley, F. (eds.) Multidimensional Data Analysis, pp. 201–234. DSWO Press, Leiden (1986)
Dress, A.: Towards a theory of holistic clustering. In: Mirkin, B. et al. (eds.)Mathematical Hierarchies and Biology, pp. 271-289. DIMACS Series in Discrete Mathematics and Theoretical Computer Science, 37. American Mathematical Society, Providence, RI (1997)
Dress A, Huber K.T., Moulton V.: Some uses of the Farris transform in mathematics and phylogenetics—a review. Ann. Combin. 11(1), 1–37 (2007)
Edmonds, J., Giles, R.: A min-max relation for submodular functions on graphs. In: Hammer, P.L. (eds.) Studies in Integer Programming, pp. 185–204. North-Holland, Amsterdam (1977)
Eslahchi, C., Habibi, M., Hassanzadeh, R., Mottaghi, E.: MC-Net: a method for the construction of phylogenetic networks based on the Monte-Carlo method. BMC Evol. Biol. 10, #254 (2010)
Fakcharoenphol, J., Rao, S., Talwar, K.: A tight bound on approximating arbitrary metrics by tree metrics. In: Proceedings of the Thirty-Fifth Annual ACM Symposium on Theory of Computing, pp. 448–455. ACM Press, New York (2003)
Farris J.S.: Estimating phylogenetic trees from distance matrices. Amer. Naturalist 106(951), 645–668 (1972)
Gusfield D.: Efficient algorithms for inferring evolutionary history. Networks 21(1), 19–28 (1991)
Hsu, W.-L.: PC-trees vs. PQ-trees. In: Wang, J. (ed.) Computing and Combinatorics, pp. 207–217. Springer, Berlin (2001)
Hsu W.-L., McConnell R.M.: PC trees and circular-ones arrangements. Theoret. Comput. Sci. 296(1), 99–116 (2003)
Huson D., Bryant D.: Application of phylogenetic networks in evolutionary studies.Mol. Biol. Evol. 23(2), 254–267 (2006)
Jardine C.J., Jardine N., Sibson R.: The structure and construction of taxonomic hierarchies. Math. Biosci. 1(2), 173–179 (1967)
Kalmanson K.: Edgeconvex circuits and the traveling salesman problem. Canad. J. Math. 27(5), 1000–1010 (1975)
Levy D., Pachter L.: The neighbor-net algorithm. Adv. Appl. Math. 47(2), 240–258 (2011)
Pachter, L., Sturmfels, B. (eds.): Algebraic Statistics for Computational Biology. Cambridge University Press, New York (2005)
Robinson W.S.: A method for chronologically ordering archaeological deposits. Amer. Antiquity 16, 293–301 (1951)
Semple C., Steel M.: Phylogenetics. Oxford University Press, Oxford (2003)
Semple C., Steel M.: Cyclic permutations and evolutionary trees. Adv. Appl. Math. 32(4), 669–680 (2004)
Shih W.-K., Hsu W.-L.: A new planarity test. Theoret. Comput. Sci. 223(1-2), 179–191 (1999)
Terhorst, J.: The Kalmanson complex. arXiv.org:abs/1102.3177 (2011)
White W.T. et al.: Treeness triangles: visualizing the loss of phylogenetic signal. Mol. Biol. Evol. 24(9), 2029–2039 (2007)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kleinman, A., Harel, M. & Pachter, L. Affine and Projective Tree Metric Theorems. Ann. Comb. 17, 205–228 (2013). https://doi.org/10.1007/s00026-012-0173-2
Received:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00026-012-0173-2
Keywords
- hierarchy
- Gromov product
- Kalmanson metric
- Robinsonian metric
- PC-tree
- PQ-tree
- phylogenetics
- pyramid
- ultrametric