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SaturnCoefficient
View on CRAN: Click
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Download and install SaturnCoefficient package within the R console
Install from CRAN:
install.packages("SaturnCoefficient")
Install from Github:
library("remotes")
install_github("cran/SaturnCoefficient")
Install by package version:
library("remotes")
install_version("SaturnCoefficient", "1.4")
Attach the package and use:
library("SaturnCoefficient")
Maintained by
Davide Chicco
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.SaturnCoefficient . https://github.com/davidechicco/SaturnCoefficient_R_package/issues . https://github.com/davidechicco/SaturnCoefficient_R_package . SaturnCoefficient results . SaturnCoefficient.pdf . SaturnCoefficient . SaturnCoefficient_1.4.tar.gz . SaturnCoefficient_1.4.zip . SaturnCoefficient_1.4.zip . SaturnCoefficient_1.4.zip . SaturnCoefficient_1.4.tgz . SaturnCoefficient_1.4.tgz . SaturnCoefficient_1.4.tgz . SaturnCoefficient_1.4.tgz . SaturnCoefficient_1.4.tgz . SaturnCoefficient_1.4.tgz . SaturnCoefficient archive . https://CRAN.R-project.org/package=SaturnCoefficient .
First Published: 2024-12-11
Latest Update: 2024-12-11
Description:
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).
How to cite:
Davide Chicco (2024). SaturnCoefficient: Statistical Evaluation of UMAP Dimensionality Reductions. R package version 1.4, https://cran.r-project.org/web/packages/SaturnCoefficient. Accessed 23 Feb. 2025.
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