Learn R Programming

OUwie is an R package for using Brownian motion and Ornstein-Uhlenbeck models for trait evolution. Its friendly webpage is at http://thej022214.github.io/OUwie/; its source code is at https://github.com/thej022214/OUwie/.

Some of the features:

  • Brownian motion models that allow the rate (sigma-squared) to vary over the tree
  • Ornstein-Uhlenbeck models that allow the rate, optima (theta), and/or strength of pull (alpha) to vary over the tree
  • Uncertainty estimation using contour plots to find potential ridges
  • Simulation functions
  • Automatic testing of some identifiability issues using methods from Ho and Ané (2014)
  • Ancestral state estimation under all these models (though use substantial caution)
  • Use of measurement error at the tips

Some of its caveats:

  • It is univariate (a single trait) only
  • For multiple rate models, it requires some mapping of regimes (stochastic character mapping of a discrete state, using node labels for regimes on trees, etc.).
  • It warns you about models that are very complex for what your data may allow, but it will let you run them
  • Optimization can be a difficult problem -- it tries its best, and will announce failures when it notices them, but still be careful

This is the bleeding edge version: you can install it with remotes::install_github("thej022214/OUwie") [install the remotes package from CRAN first]

Copy Link

Version

Install

install.packages('OUwie')

Monthly Downloads

733

Version

2.10

License

GPL (>= 2)

Issues

Pull Requests

Stars

Forks

Maintainer

Last Published

June 15th, 2022

Functions in OUwie (2.10)

OUwie.sim

Generalized Hansen model simulator
fix.kappa

Adjust tree for matrix condition
check.identify

A test of regime identifiability
OUwie.fixed

Generalized Hansen model likelihood calculator
OUwie.anc

Estimate ancestral states given a fitted OUwie model
Example

An example dataset
OUwie

Generalized Hansen models
OUwie.boot

Parametric bootstrap function
OUwie.contour

Generates data for contour plot of likelihood surface
plot.OUwie.contour

Contour plot
OUwie.dredge

Generalized Detection of shifts in OU process