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SOMEnv
View on CRAN: Click
here
Download and install SOMEnv package within the R console
Install from CRAN:
install.packages("SOMEnv")
Install from Github:
library("remotes")
install_github("cran/SOMEnv")
Install by package version:
library("remotes")
install_version("SOMEnv", "1.1.2")
Attach the package and use:
library("SOMEnv")
Maintained by
Sabina Licen
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-01-25
Latest Update: 2021-07-26
Description:
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.
How to cite:
Sabina Licen (2021). SOMEnv: SOM Algorithm for the Analysis of Multivariate Environmental Data. R package version 1.1.2, https://cran.r-project.org/web/packages/SOMEnv. Accessed 27 Jan. 2025.
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Other R packages that SOMEnv depends,
imports, suggests or enhances
Complete documentation for SOMEnv
Functions, R codes and Examples using
the SOMEnv R package
Some associated functions: BmusCentr . BmusClus . BoxClus . BoxUnits . ClusCol . CodeCoord . DailyBar . Freq . FreqD . FreqM . Hexa . HexaHits . HexaHitsQuant . HexaQerrs . HexaQerrsQuant . Hexagons . HexagonsClus . HexagonsVar . NClusChange . SOMtopol . SomEnvGUI . UmatGraph . db_indexR . kmeans_clustersRProg . paramQuant . som_dimR . som_initR . som_kmeansRProg . som_mdistR . som_umatR .
Some associated R codes: BmusCentr.R . BmusClus.R . BoxClus.R . BoxUnits.R . ClusCol.R . CodeCoord.R . DailyBar.R . Freq.R . FreqD.R . FreqM.R . Hexa.R . HexaHits.R . HexaHitsQuant.R . HexaQerrs.R . HexaQerrsQuant.R . Hexagons.R . HexagonsClus.R . HexagonsVar.R . NClusChange.R . SOMtopol.R . SomEnvGUI.R . UmatGraph.R . db_indexR.R . kmeans_clustersRProg.R . paramQuant.R . som_dimR.R . som_initR.R . som_kmeansRProg.R . som_mdistR.R . som_umatR.R . zzz.R . Full SOMEnv package functions and examples
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