Bayesian Streaming Record Linkage

Perform record linkage on streaming files using recursive Bayesian updating.


bstrl

Bayesian STreaming Record Linkage

This package performs streaming record linkage. We assume that files containing records about entities arrive sequentially in time. Each file is duplicate-free, but entities may be represented in more than one file. We want to determine, probabilistically, which records refer to the same entities across each file. We also want these estimated links to be updated upon the arrival of each sequential file.

Branches

  • 'master' contains the latest version of streaming record linkage, using either Prior-Proposal-Recursive Bayes or Sequential Markov Chain Monte Carlo
  • All other branches are dead ends or have been merged into 'master'

Usage

To install, run

devtools::install_github("ianmtaylor1/bstrl", build_vignettes=TRUE)

then run vignette() to find included documentation and how-to's for this package.

Reference manual

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install.packages("bstrl")

1.0.2 by Ian Taylor, 4 years ago


Browse source code at https://github.com/cran/bstrl


Authors: Brenda Betancourt [aut] , Andee Kaplan [aut] , Ian Taylor [aut, cre]


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports BRL, doParallel, extraDistr, foreach, parallel

Suggests knitr, rmarkdown


See at CRAN