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bartMan: Create Visualisations for BART Models

Investigating and visualising Bayesian Additive Regression Tree (BART) (Chipman, H. A., George, E. I., & McCulloch, R. E. 2010) <doi:10.1214/09-AOAS285> model fits. We construct conventional plots to analyze a model’s performance and stability as well as create new tree-based plots to analyze variable importance, interaction, and tree structure. We employ Value Suppressing Uncertainty Palettes (VSUP) to construct heatmaps that display variable importance and interactions jointly using colour scale to represent posterior uncertainty. Our visualisations are designed to work with the most popular BART R packages available, namely 'BART' Rodney Sparapani and Charles Spanbauer and Robert McCulloch 2021 <doi:10.18637/jss.v097.i01>, 'dbarts' (Vincent Dorie 2023) <https://CRAN.R-project.org/package=dbarts>, and 'bartMachine' (Adam Kapelner and Justin Bleich 2016) <doi:10.18637/jss.v070.i04>.

Version: 0.1.1
Depends: R (≥ 3.5.0)
Imports: colorspace, cowplot, DendSer, dplyr, ggiraph, ggnewscale, ggplot2, ggraph, grid, grDevices, gtable, igraph, patchwork, purrr, rlang, rrapply, scales, stats, tidybayes, tidygraph, tidyr, tidytreatment, utils, tibble, BART, bartMachine, dbarts, rJava, cli
Suggests: ROCR, ggridges, ggforce, lvplot
Published: 2024-07-24
DOI: 10.32614/CRAN.package.bartMan
Author: Alan Inglis [aut, cre], Andrew Parnell [aut], Catherine Hurley [aut], Claus Wilke [ctb] (Developer of VSUP script)
Maintainer: Alan Inglis <alan.inglis at mu.ie>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: no
Materials: README
CRAN checks: bartMan results

Documentation:

Reference manual: bartMan.pdf

Downloads:

Package source: bartMan_0.1.1.tar.gz
Windows binaries: r-devel: bartMan_0.1.1.zip, r-release: bartMan_0.1.1.zip, r-oldrel: bartMan_0.1.1.zip
macOS binaries: r-release (arm64): bartMan_0.1.1.tgz, r-oldrel (arm64): bartMan_0.1.1.tgz, r-release (x86_64): bartMan_0.1.1.tgz, r-oldrel (x86_64): bartMan_0.1.1.tgz
Old sources: bartMan archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.