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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>.
| Version: | 0.1.1 |
| Depends: | R (≥ 3.5.0) |
| Imports: | ggplot2, plyr, dplyr, grid, viridis, gridExtra, knitr, stats |
| Suggests: | testthat (≥ 3.0.0) |
| Published: | 2021-04-16 |
| DOI: | 10.32614/CRAN.package.VDSM |
| Author: | Linna Wang [aut, cre], Yichen Qin [aut] |
| Maintainer: | Linna Wang <wang2l9 at mail.uc.edu> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| CRAN checks: | VDSM results |
| Reference manual: | VDSM.pdf |
| Package source: | VDSM_0.1.1.tar.gz |
| Windows binaries: | r-devel: VDSM_0.1.1.zip, r-release: VDSM_0.1.1.zip, r-oldrel: VDSM_0.1.1.zip |
| macOS binaries: | r-release (arm64): VDSM_0.1.1.tgz, r-oldrel (arm64): VDSM_0.1.1.tgz, r-release (x86_64): VDSM_0.1.1.tgz, r-oldrel (x86_64): VDSM_0.1.1.tgz |
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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.