Package: SOMEnv 0.1.1

Sabina Licen

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.

Authors:Sabina Licen [aut, cre], Marco Franzon [aut], Tommaso Rodani [aut], Pierluigi Barbieri [aut]

SOMEnv_0.1.1.tar.gz
SOMEnv_0.1.1.zip(r-4.5)SOMEnv_0.1.1.zip(r-4.4)SOMEnv_0.1.1.zip(r-4.3)
SOMEnv_0.1.1.tgz(r-4.4-any)SOMEnv_0.1.1.tgz(r-4.3-any)
SOMEnv_0.1.1.tar.gz(r-4.5-noble)SOMEnv_0.1.1.tar.gz(r-4.4-noble)
SOMEnv_0.1.1.tgz(r-4.4-emscripten)SOMEnv_0.1.1.tgz(r-4.3-emscripten)
SOMEnv.pdf |SOMEnv.html✨
SOMEnv/json (API)

Peer review:

Bug tracker:https://github.com/somenv/somenv/issues

On CRAN:

25 exports 1 stars 0.83 score 99 dependencies 184 downloads

Last updated 4 years agofrom:abce4cffa6. Checks:OK: 1 NOTE: 6. Indexed: yes.

Exports:BmusCentrBmusClusBoxClusBoxUnitsCodeCoordDailyBarFreqFreqDFreqMHexagonsHexagonsClusHexagonsVarHexaHitsHexaHitsQuantHexaQerrsHexaQerrsQuantkmeans_clustersRProgNClusChangeparamQuantsom_dimRsom_initRsom_umatRSomEnvGUISOMtopolUmatGraph

Dependencies:base64encbitbit64bslibcachemclicliprclustercolorspacecolourpickercommonmarkcpp11crayondata.tabledeldirdigestdplyrevaluatefansifarverfastmapfontawesomefsgenericsggplot2gluegtablehexbinhighrhmshtmltoolshtmlwidgetshttpuvinterpisobandjpegjquerylibjsonliteknitrkohonenlabelinglaterlatticelatticeExtralifecyclelubridatemagrittrmapprojmapsMASSMatrixmemoisemgcvmimeminiUImunsellnlmeopenairpillarpkgconfigplyrpngprettyunitsprogresspromisespurrrR6rappdirsRColorBrewerRcppRcppEigenreadrrlangrlistrmarkdownsassscalesshinyshinycssloadersshinycustomloadershinyjssourcetoolsstringistringrtibbletidyrtidyselecttimechangetinytextzdbutf8vctrsviridisLitevroomwithrxfunXMLxtableyaml