SOMEnv: SOM Algorithm for the Analysis of Multivariate Environmental Data

Analysis of multivariate environmental high frequency data by Self-Organizing Map and k-means clustering algorithms. By means of the graphical user interface it provides a comfortable way to elaborate by self-organizing map algorithm rather big datasets (txt files up to 100 MB ) obtained by environmental high-frequency monitoring by sensors/instruments. The functions present in the package are based on 'kohonen' and 'openair' packages implemented by functions embedding Vesanto et al. (2001) <http://www.cis.hut.fi/projects/somtoolbox/package/papers/techrep.pdf> heuristic rules for map initialization parameters, k-means clustering algorithm and map features visualization. Cluster profiles visualization as well as graphs dedicated to the visualization of time-dependent variables Licen et al. (2020) <doi:10.4209/aaqr.2019.08.0414> are provided.

Version:	1.1.2
Depends:	R (≥ 3.6.0)
Imports:	rlist, kohonen, shiny, dplyr, plyr, openair, colourpicker, shinycssloaders, shinycustomloader
Published:	2021-07-26
DOI:	10.32614/CRAN.package.SOMEnv
Author:	Sabina Licen [aut, cre], Marco Franzon [aut], Tommaso Rodani [aut], Pierluigi Barbieri [aut]
Maintainer:	Sabina Licen <slicen at units.it>
BugReports:	https://github.com/SomEnv/somenv/issues
License:	GPL-3
URL:	https://github.com/SomEnv/somenv
NeedsCompilation:	no
Citation:	SOMEnv citation info
CRAN checks:	SOMEnv results

Documentation:

Reference manual:

SOMEnv.pdf

Downloads:

Package source:	SOMEnv_1.1.2.tar.gz
Windows binaries:	r-devel: SOMEnv_1.1.2.zip, r-release: SOMEnv_1.1.2.zip, r-oldrel: SOMEnv_1.1.2.zip
macOS binaries:	r-release (arm64): SOMEnv_1.1.2.tgz, r-oldrel (arm64): SOMEnv_1.1.2.tgz, r-release (x86_64): SOMEnv_1.1.2.tgz, r-oldrel (x86_64): SOMEnv_1.1.2.tgz
Old sources:	SOMEnv archive

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