SaturnCoefficient: Statistical Evaluation of UMAP Dimensionality Reductions
A metric expressing the quality of a UMAP layout. This is a package that contains the Saturn_coefficient() function that reads an input matrix, its dimensionality reduction produced by UMAP, and evaluates the quality of this dimensionality reduction by producing a real value in the [0; 1] interval. We call this real value Saturn coefficient. A higher value means better dimensionality reduction; a lower value means worse dimensionality reduction. Reference: Davide Chicco et al. "The Saturn coefficient for evaluating the quality of UMAP dimensionality reduction results" (2025, in preparation).
| Version: | 1.4 |
| Depends: | R (≥ 4.0.0) |
| Imports: | MatrixCorrelation,ProjectionBasedClustering, stats,umap |
| Suggests: | knitr,rmarkdown,testthat (≥ 3.0.0) |
| Published: | 2025-02-14 |
| DOI: | 10.32614/CRAN.package.SaturnCoefficient |
| Author: | Davide Chicco [aut, cre] |
| Maintainer: | Davide Chicco <davidechicco at davidechicco.it> |
| BugReports: | https://github.com/davidechicco/SaturnCoefficient_R_package/issues |
| License: | GPL-3 |
| URL: | https://github.com/davidechicco/SaturnCoefficient_R_package |
| NeedsCompilation: | no |
| CRAN checks: | SaturnCoefficient results |
Documentation:
| Reference manual: | SaturnCoefficient.html ,SaturnCoefficient.pdf |
| Vignettes: | SaturnCoefficient (source,R code) |
Downloads:
| Package source: | SaturnCoefficient_1.4.tar.gz |
| Windows binaries: | r-devel:SaturnCoefficient_1.4.zip, r-release:SaturnCoefficient_1.4.zip, r-oldrel:SaturnCoefficient_1.4.zip |
| macOS binaries: | r-release (arm64):SaturnCoefficient_1.4.tgz, r-oldrel (arm64):SaturnCoefficient_1.4.tgz, r-release (x86_64):SaturnCoefficient_1.4.tgz, r-oldrel (x86_64):SaturnCoefficient_1.4.tgz |
| Old sources: | SaturnCoefficient archive |
Linking:
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