A Bayesian Phylogenetic Mixture Model Elisa Loza-Reyes, Dr. Anthony Robinson, Dr. Merrilee Hurn Department of Mathematical Sciences, University of Bath Phylogenetic trees are the graphical structures which allow us to represent the ancestral-descendant relationship between a group of evolutionary units (e.g. populations, species, bacterial strains, genes) and to analyse it statistically. Given a group of evolutionary units, we aim at approximating the probability distribution functions of the parameters of interest, these being the branching structure that relates them, the edge lengths of the tree, the rates of nucleotide substitution. We shall talk about the mathematical assumptions traditionally adopted in likelihood-based methods of phylogenies reconstruction and go on to discuss some of the proposals for relaxing these assumptions, which should lead to more realistic ways of inferring phylogenies.