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dclone (version 1.8-1)

Data Cloning and MCMC Tools for Maximum Likelihood Methods

Description

Low level functions for implementing maximum likelihood estimating procedures for complex models using data cloning and Bayesian Markov chain Monte Carlo methods with support for JAGS, WinBUGS and OpenBUGS. Parallel MCMC computation is supported and can result in considerable speed-up.

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Version

Install

install.packages('dclone')

Monthly Downloads

681

Version

1.8-1

License

GPL-2

Maintainer

Peter Solymos

Last Published

September 4th, 2012

Functions in dclone (1.8-1)

dc.parfit

Parallel model fitting with data cloning
update.mcmc.list

Automatic updating of an MCMC object
jags.parfit

Parallel computing with JAGS
mcmcapply

Calculations on 'mcmc.list' objects
mclapplySB

Size balancing version of mclapply
dcoptions

Setting Options
parSetFactory

Advanced control over JAGS on parallel workers
clusterSize

Optimizing the number of workers
clusterSplitSB

Size balancing
parCodaSamples

Generate posterior samples in 'mcmc.list' format on parallel workers
parJagsModel

Create a JAGS model object on parallel workers
lambdamax.diag

Data Cloning Diagnostics
nclones

Number of Clones
evalParallelArgument

Evaluates parallel argument
write.jags.model

Write and remove model file
bugs.fit

Fit BUGS models with cloned data
dc.fit

Iterative model fitting with data cloning
jagsModel

Create a JAGS model object
jags.fit

Fit JAGS models with cloned data
snowWrapper

Parallel wrapper function to call from within a function
parallel.inits

Parallel RNGs for initial values
parUpdate

Update jags models on parallel workers
pairs.mcmc.list

Scatterplot Matrices for 'mcmc.list' Objects
ovenbird

Abundances of ovenbird in Alberta
codaSamples

Generate posterior samples in mcmc.list format
dclone-package

Data Cloning
mcmc.list-methods

Methods for the 'mcmc.list' class
make.symmetric

Make a square matrix symmetric by averaging.
dclone

Cloning R objects
regmod

Exemplary MCMC list object
dctable

Retrieve descriptive statistics from fitted objects to evaluate convergence
errlines

Plot error bars
parLoadModule

Dynamically load JAGS modules on parallel workers