quollr: Visualising How Nonlinear Dimension Reduction Warps Your Data
To construct a model in 2D space from 2D embedding data and then lift it to the high-dimensional space. Additionally, it provides tools to visualize the model in 2D space and to overlay the fitted model on data using the tour technique. Furthermore, it facilitates the generation of summaries of high-dimensional distributions.
| Version: | 0.1.1 |
| Depends: | R (≥ 3.5.0) |
| Imports: | dplyr, ggplot2, grid, interp (≥ 1.1-6), langevitour, proxy, rlang, rsample, stats, tibble, tidyselect |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0), vdiffr, umap |
| Published: | 2024-03-05 |
| DOI: | 10.32614/CRAN.package.quollr |
| Author: | Jayani P.G. Lakshika
 [aut, cre],
Dianne Cook [aut],
Paul Harrison
[aut],
Michael Lydeamore
[aut],
Thiyanga S. Talagala
[aut] |
| Maintainer: | Jayani P.G. Lakshika <jayanilakshika76 at gmail.com> |
| BugReports: | https://github.com/JayaniLakshika/quollr/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/JayaniLakshika/quollr |
| NeedsCompilation: | no |
| Language: | en-GB |
| Materials: | README NEWS |
| CRAN checks: | quollr results |
Documentation:
| Reference manual: | quollr.pdf |
| Vignettes: |
1. Data preprocessing 2. Algorithm for visualising the model overlaid on high-dimensional data 3. Algorithm for binning data 4. Generating model summaries |
Downloads:
| Package source: | quollr_0.1.1.tar.gz |
| Windows binaries: | r-devel: quollr_0.1.1.zip, r-release: quollr_0.1.1.zip, r-oldrel: quollr_0.1.1.zip |
| macOS binaries: | r-release (arm64): quollr_0.1.1.tgz, r-oldrel (arm64): quollr_0.1.1.tgz, r-release (x86_64): quollr_0.1.1.tgz, r-oldrel (x86_64): quollr_0.1.1.tgz |
Linking:
Please use the canonical form https://CRAN.R-project.org/package=quollr to link to this page.