sbfc: Selective Bayesian Forest Classifier

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An MCMC algorithm for simultaneous feature selection and classification, and visualization of the selected features and feature interactions. An implementation of SBFC by Krakovna, Du and Liu (2015), <http://arxiv.org/abs/1506.02371>.

Author
Viktoriya Krakovna
Date of publication
2016-07-16 23:06:58
Maintainer
Viktoriya Krakovna <vkrakovna@gmail.com>
License
GPL (>= 2)
Version
1.0.1
URLs

View on CRAN

Man pages

corral_augmented
Augmented corral data set: synthetic data with correlated...
data_disc
Data set discretization and formatting
edge_density_plot
Plots the density of edges in a given group over the MCMC...
heart
Heart disease data set: disease outcomes given health...
logposterior_plot
Log posterior plot
madelon
Madelon data set: synthetic data from NIPS 2003 feature...
sbfc
Selective Bayesian Forest Classifier (SBFC) algorithm
sbfc_graph
SBFC graph
sbfc-package
\Sexpr[results=rd,stage=build]{tools:::Rd_package_title("sbfc")}
signal_size_plot
Trace plot of Group 1 size
signal_var_proportion
Signal variable proportion

Files in this package

sbfc
sbfc/src
sbfc/src/sbfc.cpp
sbfc/src/RcppExports.cpp
sbfc/NAMESPACE
sbfc/data
sbfc/data/madelon.rda
sbfc/data/corral_augmented.rda
sbfc/data/heart.rda
sbfc/R
sbfc/R/sbfc.R
sbfc/R/RcppExports.R
sbfc/R/datasets_anon.R
sbfc/R/datasets.R
sbfc/MD5
sbfc/build
sbfc/build/partial.rdb
sbfc/DESCRIPTION
sbfc/man
sbfc/man/sbfc-package.Rd
sbfc/man/corral_augmented.Rd
sbfc/man/data_disc.Rd
sbfc/man/signal_var_proportion.Rd
sbfc/man/madelon.Rd
sbfc/man/logposterior_plot.Rd
sbfc/man/signal_size_plot.Rd
sbfc/man/sbfc.Rd
sbfc/man/edge_density_plot.Rd
sbfc/man/sbfc_graph.Rd
sbfc/man/heart.Rd