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:
ClassificationEnsembles_0.3.0.tar.gz
ClassificationEnsembles_0.3.0.zip(r-4.5)ClassificationEnsembles_0.3.0.zip(r-4.4)ClassificationEnsembles_0.3.0.zip(r-4.3)
ClassificationEnsembles_0.3.0.tgz(r-4.5-any)ClassificationEnsembles_0.3.0.tgz(r-4.4-any)ClassificationEnsembles_0.3.0.tgz(r-4.3-any)
ClassificationEnsembles_0.3.0.tar.gz(r-4.5-noble)ClassificationEnsembles_0.3.0.tar.gz(r-4.4-noble)
ClassificationEnsembles_0.3.0.tgz(r-4.4-emscripten)ClassificationEnsembles_0.3.0.tgz(r-4.3-emscripten)
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
- Carseats - Carseats data
- Maternal_Health_Risk - Maternal Health Risk
- dry_beans_small - Dry Beans small
Last updated 1 months agofrom:4ffc1b74e4. Checks:4 OK, 5 NOTE. Indexed: yes.
Target | Result | Latest binary |
---|---|---|
Doc / Vignettes | OK | Apr 02 2025 |
R-4.5-win | OK | Apr 02 2025 |
R-4.5-mac | OK | Apr 02 2025 |
R-4.5-linux | OK | Apr 02 2025 |
R-4.4-win | NOTE | Apr 02 2025 |
R-4.4-mac | NOTE | Apr 02 2025 |
R-4.4-linux | NOTE | Apr 02 2025 |
R-4.3-win | NOTE | Apr 02 2025 |
R-4.3-mac | NOTE | Apr 02 2025 |
Exports:Classification
Dependencies:abindbackportsbase64encbigDbitopsbootbroombslibC50cachemcallrcarcarDatacaretclasscliclockcodetoolscoincolorspacecommonmarkcorrplotcowplotcpp11crayonCubistcurldata.tableDerivdiagramdialsDiceDesigndigestdoBydoParalleldplyre1071evaluatefansifarverfastmapfontawesomeforeachFormulafsfurrrfuturefuture.applygenericsggplot2globalsgluegowergtgtablehardhathighrhmshtmltoolshtmlwidgetshttpuvinumipredisobanditeratorsjquerylibjsonlitejuicyjuicekernlabKernSmoothknitrlabelinglaterlatticelavalibcoinlifecyclelistenvlitedownlme4lubridateMachineShopmagrittrmarkdownMASSMatrixMatrixModelsmatrixStatsmemoisemgcvmicrobenchmarkmimeminqaModelMetricsmodelrmodeltoolsmultcompmunsellmvtnormnlmenloptrnnetnumDerivparallellypartypartykitpbkrtestpillarpkgconfigplsplyrpolsplineprettyunitspROCprocessxprodlimprogressprogressrpromisesproxypspurrrquantregR6randomForestrangerrappdirsrbibutilsRColorBrewerRcppRcppEigenRdpackreactablereactablefmtrreactRrecipesreformulasreshape2rlangrmarkdownrpartrsampleRsolnpsandwichsassscalessfdshapeshinyslidersourcetoolsSparseMsparsevctrsSQUAREMstringistringrstrucchangesurvivalTH.datatibbletidyrtidyselecttimechangetimeDatetinytextippytreetruncnormtzdbutf8V8vctrsviridisLitewarpwebshotwithrxfunxml2xtableyamlzoo
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Carseats data | Carseats |
classification—function to perform classification analysis and return results to the user. | Classification |
Dry Beans small | dry_beans_small |
Maternal Health Risk | Maternal_Health_Risk |