popsom7: A User-Friendly Implementation of Self-Organizing Maps

Self-organizing maps with a number of distinguishing features: (1) Automatic centroid detection and cluster visualization using starbursts, for more details see the paper "Improved Interpretability of the Unified Distance Matrix with Connected Components" by Hamel and Brown (2011) in <ISBN:1-60132-168-6>. (2) Two models of the data: (a) a self organizing map model, (b) a centroid based clustering model. (3) A number of easily accessible quality metrics, Hamel (2016) <doi:10.1007/978-3-319-28518-4_4>.

Version: 7.0.0
Imports: fields, graphics, ggplot2, hash, stats, som, grDevices
Suggests: testthat (≥ 3.0.0)
Published: 2025-02-19
DOI: 10.32614/CRAN.package.popsom7
Author: Lutz Hamel [aut, cre], Benjamin Ott [aut], Gregory Breard [aut], Robert Tatoian [aut], Michael Eiger [aut], Vishakh Gopu [aut]
Maintainer: Lutz Hamel <lutzhamel at uri.edu>
BugReports: https://github.com/lutzhamel/popsom7/issues
License: GPL-3
URL: https://github.com/lutzhamel/popsom7
NeedsCompilation: no
Materials: NEWS
CRAN checks: popsom7 results

Documentation:

Reference manual: popsom7.pdf

Downloads:

Package source: popsom7_7.0.0.tar.gz
Windows binaries: r-devel: not available, r-release: popsom7_7.0.0.zip, r-oldrel: popsom7_7.0.0.zip
macOS binaries: r-devel (arm64): popsom7_7.0.0.tgz, r-release (arm64): popsom7_7.0.0.tgz, r-oldrel (arm64): popsom7_7.0.0.tgz, r-devel (x86_64): popsom7_7.0.0.tgz, r-release (x86_64): popsom7_7.0.0.tgz, r-oldrel (x86_64): popsom7_7.0.0.tgz

Linking:

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