Limiting behaviour of Fréchet means in the space of phylogenetic trees

As demonstrated in our previous work on T4, the space of phylogenetic trees with four leaves, the topological structure of the space plays an important role in the non-classical limiting behaviour of the sample Fréchet means in T4. Nevertheless, the techniques used in that paper cannot be adapted to...

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Main Authors: Barden, D., Le, Huiling, Owen, M.
Format: Article
Published: Springer 2018
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Online Access:https://eprints.nottingham.ac.uk/38874/
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author Barden, D.
Le, Huiling
Owen, M.
author_facet Barden, D.
Le, Huiling
Owen, M.
author_sort Barden, D.
building Nottingham Research Data Repository
collection Online Access
description As demonstrated in our previous work on T4, the space of phylogenetic trees with four leaves, the topological structure of the space plays an important role in the non-classical limiting behaviour of the sample Fréchet means in T4. Nevertheless, the techniques used in that paper cannot be adapted to analyse Fréchet means in the space Tm of phylogenetic trees with m(⩾5)m(⩾5) leaves. To investigate the latter, this paper first studies the log map of Tm. Then, in terms of a modified version of this map, we characterise Fréchet means in Tm that lie in top-dimensional or co-dimension one strata. We derive the limiting distributions for the corresponding sample Fréchet means, generalising our previous results. In particular, the results show that, although they are related to the Gaussian distribution, the forms taken by the limiting distributions depend on the co-dimensions of the strata in which the Fréchet means lie.
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spelling nottingham-388742020-05-04T19:29:51Z https://eprints.nottingham.ac.uk/38874/ Limiting behaviour of Fréchet means in the space of phylogenetic trees Barden, D. Le, Huiling Owen, M. As demonstrated in our previous work on T4, the space of phylogenetic trees with four leaves, the topological structure of the space plays an important role in the non-classical limiting behaviour of the sample Fréchet means in T4. Nevertheless, the techniques used in that paper cannot be adapted to analyse Fréchet means in the space Tm of phylogenetic trees with m(⩾5)m(⩾5) leaves. To investigate the latter, this paper first studies the log map of Tm. Then, in terms of a modified version of this map, we characterise Fréchet means in Tm that lie in top-dimensional or co-dimension one strata. We derive the limiting distributions for the corresponding sample Fréchet means, generalising our previous results. In particular, the results show that, although they are related to the Gaussian distribution, the forms taken by the limiting distributions depend on the co-dimensions of the strata in which the Fréchet means lie. Springer 2018-02-01 Article PeerReviewed Barden, D., Le, Huiling and Owen, M. (2018) Limiting behaviour of Fréchet means in the space of phylogenetic trees. Annals of the Institute of Statistical Mathematics, 70 (1). pp. 99-129. ISSN 1572-9052 Central limit theorem Fréchet mean Log map Phylogenetic trees Stratified manifold http://link.springer.com/article/10.1007%2Fs10463-016-0582-9 doi:10.1007/s10463-016-0582-9 doi:10.1007/s10463-016-0582-9
spellingShingle Central limit theorem
Fréchet mean
Log map
Phylogenetic trees
Stratified manifold
Barden, D.
Le, Huiling
Owen, M.
Limiting behaviour of Fréchet means in the space of phylogenetic trees
title Limiting behaviour of Fréchet means in the space of phylogenetic trees
title_full Limiting behaviour of Fréchet means in the space of phylogenetic trees
title_fullStr Limiting behaviour of Fréchet means in the space of phylogenetic trees
title_full_unstemmed Limiting behaviour of Fréchet means in the space of phylogenetic trees
title_short Limiting behaviour of Fréchet means in the space of phylogenetic trees
title_sort limiting behaviour of fréchet means in the space of phylogenetic trees
topic Central limit theorem
Fréchet mean
Log map
Phylogenetic trees
Stratified manifold
url https://eprints.nottingham.ac.uk/38874/
https://eprints.nottingham.ac.uk/38874/
https://eprints.nottingham.ac.uk/38874/