Brownian models and coalescent structures |
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Authors: | Blum Michael G B Damerval Christophe Manel Stephanie François Olivier |
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Affiliation: | Laboratoire Ecologie, Systematique et Evolution, Université Paris Sud, Batiment 360, F91405 Orsay, France. michael.blum@imag.fr |
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Abstract: | Brownian motions on coalescent structures have a biological relevance, either as an approximation of the stepwise mutation model for microsatellites, or as a model of spatial evolution considering the locations of individuals at successive generations. We discuss estimation procedures for the dispersal parameter of a Brownian motion defined on coalescent trees. First, we consider the mean square distance unbiased estimator and compute its variance. In a second approach, we introduce a phylogenetic estimator. Given the UPGMA topology, the likelihood of the parameter is computed thanks to a new dynamical programming method. By a proper correction, an unbiased estimator is derived from the pseudomaximum of the likelihood. The last approach consists of computing the likelihood by a Markov chain Monte Carlo sampling method. In the one-dimensional Brownian motion, this method seems less reliable than pseudomaximum-likelihood. |
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Keywords: | Coalescent theory Brownian motion Pairwise statistic Pseudomaximum-likelihood Microsatellite evolution Spatial dispersal |
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