Self-organizing maps (also known as SOM, see Kohonen (2001) <doi:10.1007/978-3-642-56927-2>) are a method for dimensionality reduction and clustering of continuous data. This package introduces interactive (html) graphics for easier analysis of SOM results. It also features an interactive interface, for push-button training and visualization of SOM on numeric, categorical or mixed data, as well as tools to evaluate the quality of SOM.
| Version: | 1.3 |
| Depends: | R (≥ 3.1.0) |
| Imports: | kohonen (≥ 2.0), shiny (≥ 1.6), htmlwidgets, bslib, rmarkdown, htmltools, rclipboard, ggplot2, RColorBrewer, viridis, data.table, DT, kernlab, fields, stats, cluster, e1071, haven, foreign, readxl, readODS |
| Suggests: | knitr |
| Published: | 2022-08-30 |
| DOI: | 10.32614/CRAN.package.aweSOM |
| Author: | Julien Boelaert [aut, cre], Etienne Ollion [aut], Jan Sodoge [aut], Mohamed Megdoud [ctb], Otmane Naji [ctb], Arnaud Lemba Kote [ctb], Theo Renoud [ctb], Samuel Hym [ctb] |
| Maintainer: | Julien Boelaert <julien.boelaert at univ-lille.fr> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| Materials: | NEWS |
| CRAN checks: | aweSOM results |
| Reference manual: | aweSOM.pdf |
| Vignettes: |
aweSOM |
| Package source: | aweSOM_1.3.tar.gz |
| Windows binaries: | r-devel: aweSOM_1.3.zip, r-release: aweSOM_1.3.zip, r-oldrel: aweSOM_1.3.zip |
| macOS binaries: | r-release (arm64): aweSOM_1.3.tgz, r-oldrel (arm64): aweSOM_1.3.tgz, r-release (x86_64): aweSOM_1.3.tgz, r-oldrel (x86_64): aweSOM_1.3.tgz |
| Old sources: | aweSOM archive |
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