Package: ClassificationEnsembles 0.3.0

ClassificationEnsembles: Automatically Builds 20 Classification Models (12 Individual and 8 Ensembles of Models) from Classification Data

Automatically builds 20 classification models from data. The package returns 26 plots, 5 tables and a summary report. The package automatically builds 12 individual classification models, including error (RMSE) and predictions. That data is used to create an ensemble, which is then modeled using 8 methods. The process is repeated as many times as the user requests. The mean of the results are presented in a summary table. The package returns the confusion matrices for all 20 models, tables of the correlation of the numeric data, the results of the VIF process, the head of the ensemble and the head of the data frame.

Authors:Russ Conte [aut, cre, cph]

ClassificationEnsembles_0.3.0.tar.gz
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ClassificationEnsembles.pdf |ClassificationEnsembles.html
ClassificationEnsembles/json (API)
NEWS

# Install 'ClassificationEnsembles' in R:
install.packages('ClassificationEnsembles', repos = c('https://infinitecuriosity.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/infinitecuriosity/classificationensembles/issues

Datasets:

On CRAN:

Conda:

4.48 score 1 exports 181 dependencies

Last updated 1 months agofrom:4ffc1b74e4. Checks:4 OK, 5 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKApr 02 2025
R-4.5-winOKApr 02 2025
R-4.5-macOKApr 02 2025
R-4.5-linuxOKApr 02 2025
R-4.4-winNOTEApr 02 2025
R-4.4-macNOTEApr 02 2025
R-4.4-linuxNOTEApr 02 2025
R-4.3-winNOTEApr 02 2025
R-4.3-macNOTEApr 02 2025

Exports:Classification

Dependencies:abindbackportsbase64encbigDbitopsbootbroombslibC50cachemcallrcarcarDatacaretclasscliclockcodetoolscoincolorspacecommonmarkcorrplotcowplotcpp11crayonCubistcurldata.tableDerivdiagramdialsDiceDesigndigestdoBydoParalleldplyre1071evaluatefansifarverfastmapfontawesomeforeachFormulafsfurrrfuturefuture.applygenericsggplot2globalsgluegowergtgtablehardhathighrhmshtmltoolshtmlwidgetshttpuvinumipredisobanditeratorsjquerylibjsonlitejuicyjuicekernlabKernSmoothknitrlabelinglaterlatticelavalibcoinlifecyclelistenvlitedownlme4lubridateMachineShopmagrittrmarkdownMASSMatrixMatrixModelsmatrixStatsmemoisemgcvmicrobenchmarkmimeminqaModelMetricsmodelrmodeltoolsmultcompmunsellmvtnormnlmenloptrnnetnumDerivparallellypartypartykitpbkrtestpillarpkgconfigplsplyrpolsplineprettyunitspROCprocessxprodlimprogressprogressrpromisesproxypspurrrquantregR6randomForestrangerrappdirsrbibutilsRColorBrewerRcppRcppEigenRdpackreactablereactablefmtrreactRrecipesreformulasreshape2rlangrmarkdownrpartrsampleRsolnpsandwichsassscalessfdshapeshinyslidersourcetoolsSparseMsparsevctrsSQUAREMstringistringrstrucchangesurvivalTH.datatibbletidyrtidyselecttimechangetimeDatetinytextippytreetruncnormtzdbutf8V8vctrsviridisLitewarpwebshotwithrxfunxml2xtableyamlzoo

ClassificationEnsembles-vignette

Rendered fromClassificationEnsembles-vignette.Rmdusingknitr::rmarkdownon Apr 02 2025.

Last update: 2025-02-25
Started: 2024-12-01