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aweSOM (version 1.3)

Interactive Self-Organizing Maps

Description

Self-organizing maps (also known as SOM, see Kohonen (2001) ) 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.

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Version

Install

install.packages('aweSOM')

Monthly Downloads

347

Version

1.3

License

GPL (>= 2)

Maintainer

Julien Boelaert

Last Published

August 30th, 2022

Functions in aweSOM (1.3)

somDist

Distance measures on a SOM
aweSOM-package

Interactive Self-Organizing Maps
aweSOM

aweSOM interface
cdt

Complete disjunctive table
somQuality

SOM quality measures
somInit

Initialize SOM prototypes
aweSOMreorder

Reorder variables for SOM plot
aweSOMscreeplot

Screeplot of SOM superclasses
aweSOMdendrogram

Dendogram of hierarchical clustering of SOM cells
aweSOMplot

Interactive SOM plots
aweSOMsilhouette

Silhouette plot of SOM superclasses
aweSOMsmoothdist

Smooth Distance Plot for SOM