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SOMEnv  

SOM Algorithm for the Analysis of Multivariate Environmental Data
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]
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 22 Dec. 2024.
Previous versions and publish date:
0.1.1 (2021-01-25 09:30), 1.1.1 (2021-03-02 11:30)
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