Parameter Identifiability of a Multitype Pure-Birth Model of Speciation

06/18/2022
by   Dakota Dragomir, et al.
0

Diversification models describe the random growth of evolutionary trees, modeling the historical relationships of species through speciation and extinction events. One class of such models allows for independently changing traits, or types, of the species within the tree, upon which speciation and extinction rates depend. Although identifiability of parameters is necessary to justify parameter estimation with a model, it has not been formally established for these models, despite their adoption for inference. This work establishes generic identifiability up to label swapping for the parameters of one of the simpler forms of such a model, a multitype pure birth model of speciation, from an asymptotic distribution derived from a single tree observation as its depth goes to infinity. Crucially for applications to available data, no observation of types is needed at any internal points in the tree, nor even at the leaves.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/12/2020

Bayesian Weighted Triplet and Quartet Methods for Species Tree Inference

Inference of the evolutionary histories of species, commonly represented...
research
01/15/2014

The Ultrametric Constraint and its Application to Phylogenetics

A phylogenetic tree shows the evolutionary relationships among species. ...
research
06/05/2023

Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks

Discovering evolutionary traits that are heritable across species on the...
research
05/06/2022

The Tree of Blobs of a Species Network: Identifiability under the Coalescent

Inference of species networks from genomic data under the Network Multis...
research
03/10/2019

On the convergence of the maximum likelihood estimator for the transition rate under a 2-state symmetric model

Maximum likelihood estimators are used extensively to estimate unknown p...
research
08/25/2018

Ranked Schröder Trees

In biology, a phylogenetic tree is a tool to represent the evolutionary ...
research
04/11/2019

The Circuit Complexity of Inference

Belief propagation is one of the foundations of probabilistic and causal...

Please sign up or login with your details

Forgot password? Click here to reset