Learn R Programming

⚠️There's a newer version (2.0.3) of this package.Take me there.

boral (version 1.7)

Bayesian Ordination and Regression AnaLysis

Description

Bayesian approaches for analyzing multivariate data in ecology. Estimation is performed using Markov Chain Monte Carlo (MCMC) methods via Three. JAGS types of models may be fitted: 1) With explanatory variables only, boral fits independent column Generalized Linear Models (GLMs) to each column of the response matrix; 2) With latent variables only, boral fits a purely latent variable model for model-based unconstrained ordination; 3) With explanatory and latent variables, boral fits correlated column GLMs with latent variables to account for any residual correlation between the columns of the response matrix.

Copy Link

Version

Install

install.packages('boral')

Monthly Downloads

530

Version

1.7

License

GPL-2

Maintainer

Francis Hui

Last Published

October 21st, 2018

Functions in boral (1.7)

about.traits

Including species traits in boral
ds.residuals

Dunn-Smyth Residuals for a boral model
get.measures

Information Criteria for boral models
get.more.measures

Additional Information Criteria for boral models
get.residual.cor

Extract residual correlations and precisions from boral models
lvsplot

Plot the latent variables from an boral model
fitted.boral

Extract Model Fitted Values for an boral object
summary.boral

Summary of fitted boral object
calc.marglogLik

Marginal log-likelihood for an boral model
calc.condlogLik

Conditional log-likelihood for a boral model
calc.logLik.lv0

Log-likelihood for a boral model with no latent variables
calc.varpart

Variance partitioning for a boral model
about.distributions

Distributions available in boral
coefsplot

Caterpillar plots of the regression coefficients from a boral model
create.life

Simulate a Multivariate Response Matrix
about.lvs

Correlation structure for latent variables
get.hpdintervals

Highest posterior density intervals for an boral model
get.enviro.cor

Extract covariances and correlations due to shared environmental responses from boral models
get.dic

Extract Deviance Information Criterion for boral model
make.jagsboralmodel

Write a text file containing an boral model for use into JAGS
make.jagsboralnullmodel

Write a text file containing an boral model for use into JAGS
get.mcmcsamples

Extract MCMC samples from boral models
predict.boral

Predict using a boral model
plot.boral

Plots of a fitted boral object
about.ssvs

Stochastic search variable selection (SSVS) in boral
boral-package

Bayesian Ordination and Regression AnaLysis (boral)
boral

Fitting boral (Bayesian Ordination and Regression AnaLysis) models