Package: VDSM 0.1.1

Linna Wang

VDSM: Visualization of Distribution of Selected Model

Although model selection is ubiquitous in scientific discovery, the stability and uncertainty of the selected model is often hard to evaluate. How to characterize the random behavior of the model selection procedure is the key to understand and quantify the model selection uncertainty. This R package offers several graphical tools to visualize the distribution of the selected model. For example, Gplot(), Hplot(), VDSM_scatterplot() and VDSM_heatmap(). To the best of our knowledge, this is the first attempt to visualize such a distribution. About what distribution of selected model is and how it work please see Qin,Y.and Wang,L. (2021) "Visualization of Model Selection Uncertainty" <https://homepages.uc.edu/~qinyn/VDSM/VDSM.html>.

Authors:Linna Wang [aut, cre], Yichen Qin [aut]

VDSM_0.1.1.tar.gz
VDSM_0.1.1.tar.gz(r-4.5-noble)VDSM_0.1.1.tar.gz(r-4.4-noble)
VDSM_0.1.1.tgz(r-4.4-emscripten)VDSM_0.1.1.tgz(r-4.3-emscripten)
VDSM.pdf |VDSM.html✨
VDSM/json (API)

# Install 'VDSM' in R:
install.packages('VDSM', repos = 'https://cloud.r-project.org')
Datasets:

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 139 downloads 6 exports 40 dependencies

Last updated 4 years agofrom:3a6ebe4bb6. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 15 2025
R-4.5-linuxOKMar 15 2025
R-4.4-linuxOKMar 15 2025

Exports:CheckInputDSM_plotGplotHplotVDSM_heatmapVDSM_scatterplot

Dependencies:clicolorspacedplyrevaluatefansifarvergenericsggplot2gluegridExtragtablehighrisobandknitrlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigplyrR6RColorBrewerRcpprlangscalestibbletidyselectutf8vctrsviridisviridisLitewithrxfunyaml

Citation

To cite package ‘VDSM’ in publications use:

Wang L, Qin Y (2021). VDSM: Visualization of Distribution of Selected Model. R package version 0.1.1, https://CRAN.R-project.org/package=VDSM.

Corresponding BibTeX entry: 

  @Manual{,
    title = {VDSM: Visualization of Distribution of Selected Model},
    author = {Linna Wang and Yichen Qin},
    year = {2021},
    note = {R package version 0.1.1},
    url = {https://CRAN.R-project.org/package=VDSM},
  }