doi:10.1016/j.neucom.2013.11.047> and Cottrell et al (2004) <doi:10.1016/j.neunet.2004.07.010>. The package also contains many plotting features (to help the user interpret the results), can handle (and impute) missing values and is delivered with a graphical user interface based on 'shiny'.">

SOMbrero: SOM Bound to Realize Euclidean and Relational Outputs (original) (raw)

The stochastic (also called on-line) version of the Self-Organising Map (SOM) algorithm is provided. Different versions of the algorithm are implemented, for numeric and relational data and for contingency tables as described, respectively, in Kohonen (2001) isbn:3-540-67921-9, Olteanu & Villa-Vialaneix (2005) <doi:10.1016/j.neucom.2013.11.047> and Cottrell et al (2004) <doi:10.1016/j.neunet.2004.07.010>. The package also contains many plotting features (to help the user interpret the results), can handle (and impute) missing values and is delivered with a graphical user interface based on 'shiny'.

Version: 1.5.0
Depends: R (≥ 3.1.0), igraph (≥ 1.0), markdown
Imports: scatterplot3d, shiny, grDevices, graphics, stats, ggplot2, ggwordcloud, metR, interp, rlang
Suggests: testthat, rmarkdown, knitr, hexbin, shinycssloaders, shinyBS, shinyjs, shinyjqui, RColorBrewer
Published: 2025-10-06
DOI: 10.32614/CRAN.package.SOMbrero
Author: Nathalie VialaneixORCID iD [aut, cre], Elise Maigne [aut], Jerome Mariette [aut], Madalina Olteanu [aut], Fabrice Rossi [aut], Laura Bendhaiba [ctb], Julien Boelaert [ctb]
Maintainer: Nathalie Vialaneix <nathalie.vialaneix at inrae.fr>
BugReports: https://github.com/tuxette/SOMbrero/issues
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL: https://forge.inrae.fr/nathalie.villa-vialaneix/sombrero,http://sombrero.clementine.wf/
NeedsCompilation: no
Language: en-US
Citation: SOMbrero citation info
Materials: NEWS
In views: MissingData
CRAN checks: SOMbrero results

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