sparsebn: Learning Sparse Bayesian Networks from High-Dimensional Data

Fast methods for learning sparse Bayesian networks from high-dimensional data using sparse regularization. Designed to incorporate mixed experimental and observational data with thousands of variables with either continuous or discrete observations.

Author
Bryon Aragam [aut, cre]
Date of publication
2016-11-29 00:55:05
Maintainer
Bryon Aragam <sparsebn@gmail.com>
License
GPL (>= 2)
Version
0.0.2
URLs

View on CRAN

Man pages

cytometryContinuous
The continuous cytometry network
cytometryDiscrete
The discrete cytometry network
estimate.covariance
Covariance estimation
estimate.dag
Estimate a DAG from data
pathfinder
The pathfinder network
plotDAG
Plot a DAG
sparsebn
sparsebn: Learning Sparse Bayesian Networks from...

Files in this package

sparsebn
sparsebn/inst
sparsebn/inst/CITATION
sparsebn/inst/doc
sparsebn/inst/doc/sparsebn-vignette.html
sparsebn/inst/doc/sparsebn-vignette.Rmd
sparsebn/inst/doc/sparsebn-vignette.R
sparsebn/tests
sparsebn/tests/testthat.R
sparsebn/tests/testthat
sparsebn/tests/testthat/Rplots.pdf
sparsebn/tests/testthat/helper-sparsebnUtils-generate_objects.R
sparsebn/tests/testthat/test-dag.R
sparsebn/tests/testthat/test-covariance.R
sparsebn/tests/testthat/test-plotDAG.R
sparsebn/tests/testthat/test-precision.R
sparsebn/NAMESPACE
sparsebn/NEWS.md
sparsebn/data
sparsebn/data/pathfinder.rda
sparsebn/data/cytometryContinuous.rda
sparsebn/data/cytometryDiscrete.rda
sparsebn/R
sparsebn/R/sparsebn.R
sparsebn/R/sparsebn-plotting.R
sparsebn/R/data.R
sparsebn/R/sparsebn-main.R
sparsebn/R/zzz.R
sparsebn/vignettes
sparsebn/vignettes/sparsebn-vignette.Rmd
sparsebn/README.md
sparsebn/MD5
sparsebn/build
sparsebn/build/vignette.rds
sparsebn/DESCRIPTION
sparsebn/man
sparsebn/man/sparsebn.Rd
sparsebn/man/cytometryDiscrete.Rd
sparsebn/man/pathfinder.Rd
sparsebn/man/cytometryContinuous.Rd
sparsebn/man/plotDAG.Rd
sparsebn/man/estimate.dag.Rd
sparsebn/man/estimate.covariance.Rd