Package: NumericEnsembles 1.2.1

NumericEnsembles: Multi-Model Stacking Optimization and Continuous Regression Ensembles

Automated parallelized regression ensemble pipeline executing concurrent evaluations across 17 base machine learning architectures, 6 specialized stacking meta-learners, and 136 pairwise hybrid combinations. The package implements dynamic performance-weighted stacking blends alongside internal data dictionary profiling metrics. It provides iterative multicollinearity pruning via Variance Inflation Factors (VIF) and automated executive Quarto report generation.

Authors:Russ Conte [aut, cre, cph]

NumericEnsembles_1.2.1.tar.gz
NumericEnsembles_1.2.1.zip(r-4.7-any)NumericEnsembles_1.2.1.zip(r-4.6-any)NumericEnsembles_1.2.1.zip(r-4.5-any)
NumericEnsembles_1.2.1.tgz(r-4.6-any)NumericEnsembles_1.2.1.tgz(r-4.5-any)
NumericEnsembles_1.2.1.tar.gz(r-4.7-any)NumericEnsembles_1.2.1.tar.gz(r-4.6-any)
NumericEnsembles_1.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
NumericEnsembles/json (API)

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

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

Datasets:
  • Concrete - Concrete - This is the strength of concrete daa set originally posted on UCI
  • Insurance - Insurance - The data is from UCI

On CRAN:

Conda:

quarto

4.60 score 2 stars 22 scripts 424 downloads 10 exports 148 dependencies

Last updated from:bc5b095d81. Checks:7 WARNING, 1 ERROR, 1 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develWARNING198
source / vignettesERROR478
linux-releaseWARNING181
macos-releaseWARNING213
macos-oldrelWARNING293
windows-develWARNING150
windows-releaseWARNING118
windows-oldrelWARNING124
wasm-releaseOK128

Exports:ExportNumericResultsLaunchNumericAppload_pipelineNumericNumericEnsemblesConfigNumericEnsemblesDemoNumericEnsemblesFastConfigpredict_productionRenderExecutiveReportsave_pipeline

Dependencies:abindbackportsbase64encbootbroombslibcachemcarcarDatacaretclasscliclockcodetoolscoincolorspacecommonmarkcowplotcpp11data.tableDerivdiagramdigestdoBydoParalleldplyre1071evaluatefarverfastmapfontawesomeforeachforecastFormulafracdifffsfuturefuture.applygenericsggplot2ggrepelglobalsgluegowergtablehardhathighrhtmltoolshttpuvipredisobanditeratorsjquerylibjsonliteKernSmoothknitrlabelinglaterlatticelavalibcoinlifecyclelistenvlme4lmtestlubridatemagrittrMASSMatrixMatrixModelsmatrixStatsmemoisemgcvmimeminqaModelMetricsmodelrmodeltoolsmultcompmvtnormnlmenloptrnnetnumDerivotelparallellypartypatchworkpbkrtestpillarpkgconfigplyrpROCprocessxprodlimprogressrpromisesproxypspurrrquantregquartoR6rappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackrecipesreformulasreshape2rlangrmarkdownrpartrstudioapiS7sandwichsassscalesshapeshinysourcetoolsSparseMsparsevctrsSQUAREMstringistringrstrucchangesurvivalTH.datatibbletidyrtidyselecttimechangetimeDatetinytextzdburcautf8vctrsviridisLitewithrxfunxtableyamlzoo