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:
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 = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 4 years agofrom:3a6ebe4bb6. Checks:OK: 2. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Dec 15 2024 |
R-4.5-linux | OK | Dec 15 2024 |
Exports:CheckInputDSM_plotGplotHplotVDSM_heatmapVDSM_scatterplot
Dependencies:clicolorspacedplyrevaluatefansifarvergenericsggplot2gluegridExtragtablehighrisobandknitrlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigplyrR6RColorBrewerRcpprlangscalestibbletidyselectutf8vctrsviridisviridisLitewithrxfunyaml
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Check if the input is valid or not | CheckInput |
DSM_plot plot the naive visualization of the distribution of selected model | DSM_plot |
examplef | examplef |
exampleX | exampleX |
Gplot. | Gplot |
Group the models according to their Hamming distance and Model complexity to the anchor model | Groupinfo |
Hplot. | Hplot |
VDSM-heatmap. | VDSM_heatmap |
VDSM-Scatter-heatmap-info | VDSM_scatter_heat |
VDSM-Scatterplot. | VDSM_scatterplot |