BayesSummaryStatLM: MCMC Sampling of Bayesian Linear Models via Summary Statistics

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Methods for generating Markov Chain Monte Carlo (MCMC) posterior samples of Bayesian linear regression model parameters that require only summary statistics of data as input. Summary statistics are useful for systems with very limited amounts of physical memory. The package provides two functions: one function that computes summary statistics of data and one function that carries out the MCMC posterior sampling for Bayesian linear regression models where summary statistics are used as input. The function read.regress.data.ff utilizes the R package 'ff' to handle data sets that are too large to fit into a user's physical memory, by reading in data in chunks.

Author
Evgeny Savel'ev, Alexey Miroshnikov, Erin Conlon
Date of publication
2015-03-03 01:13:40
Maintainer
Evgeny Savel'ev <savelev@vt.edu>
License
GPL (>= 2)
Version
1.0-1

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Man pages

bayes.regress
MCMC posterior sampling of Bayesian linear regression model...
read.regress.data.ff
Read in Tabulated Data and Compute Summary Statistics
regressiondata.nz.all
Simulated data for Bayesian linear regression models, for use...
regressiondata.nz.pt1
Simulated data for Bayesian linear regression models, for use...
regressiondata.nz.pt2
Simulated data for Bayesian linear regression models, for use...

Files in this package

BayesSummaryStatLM
BayesSummaryStatLM/NAMESPACE
BayesSummaryStatLM/data
BayesSummaryStatLM/data/regressiondata.nz.all.csv.gz
BayesSummaryStatLM/data/datalist
BayesSummaryStatLM/data/regressiondata.nz.pt1.csv.gz
BayesSummaryStatLM/data/regressiondata.nz.pt2.csv.gz
BayesSummaryStatLM/R
BayesSummaryStatLM/R/bayesregressB1S2.R
BayesSummaryStatLM/R/read.regress.data.ff.R
BayesSummaryStatLM/R/match.list.R
BayesSummaryStatLM/R/bayesregressB2S1.R
BayesSummaryStatLM/R/bayesregressB1S1.R
BayesSummaryStatLM/R/bayesregressB3S1.R
BayesSummaryStatLM/R/bayesregressB3S2.R
BayesSummaryStatLM/R/bayes.regress.R
BayesSummaryStatLM/R/bayesregressB2S2.R
BayesSummaryStatLM/MD5
BayesSummaryStatLM/DESCRIPTION
BayesSummaryStatLM/man
BayesSummaryStatLM/man/regressiondata.nz.pt2.Rd
BayesSummaryStatLM/man/read.regress.data.ff.Rd
BayesSummaryStatLM/man/regressiondata.nz.pt1.Rd
BayesSummaryStatLM/man/regressiondata.nz.all.Rd
BayesSummaryStatLM/man/bayes.regress.Rd