boostr: A modular framework to bag or boost any estimation procedure.

boostr provides a modular framework that return the focus of ensemble learning back to 'learning' (instead of programming).

AuthorSteven Pollack <steven@pollackphoto.net>
Date of publication2014-05-17 11:02:44
MaintainerSteven Pollack <steven@pollackphoto.net>
LicenseGPL-2
Version1.0.0

View on CRAN

Man pages

adaboostAggregator: Aggregator for the Adaboost.M1 algorithm

adaboostReweighter: Reweighter function for the Adaboost.M1 algorithm

addDots: Extend a function's signature to include '...'

arcfsAggregator: Aggregator for the arc-fs algorithm.

arcfsReweighter: Reweighter for the arc-fs algorithm.

arcx4Reweighter: Reweighter for the arc-x4 algorithm.

boost: Boost an Estimation Procedure with a Reweighter and an...

boostBackend: Boost an estimation procedure with a reweighter and...

boostr: Boost (or bag) an estimation procedure with any reweighter or...

boostWith: Boostr implemented versions of arc-fs, arc-x4 and AdaBoost.

buildEstimationProcedure: Build a boostr compatible estimation procedure.

defaultOOBPerformanceAnalysis: Perform generic out-of-bag error analysis.

extractionFunctions: Extraction functions for boostr object attributes

isClassConstructor: check if a function is a(n S3) class constructor

kFoldCV: Generic k-fold Cross Validation wrapper

makePredictions: Gather predictions from an ensemble of estimators.

predictClassViaVoting: Predict a class using (un)weighted voting.

predictResponseFromWeightedAverage: Predict a numeric response using (un)weighted averaging.

stockAggregators: Stock aggregators

vanillaBagger: Standard (vanilla) bagging procedure.

wrapAggregator: Create a boostr compatible wrapper for an aggregator.

wrapPerformanceAnalyzer: Create a boostr compatible wrapper for a performance...

wrapProcedure: Create a boostr compatible wrapper for an estimation...

wrapReweighter: Create a boostr compatible wrapper for a reweighter.

Files in this package

boostr
boostr/inst
boostr/inst/examples
boostr/inst/examples/test-boost_examples.R
boostr/inst/tests
boostr/inst/tests/test-wrapAggregator.R
boostr/inst/tests/test-wrapPerformanceAnalyzer.R
boostr/inst/tests/test-wrapReweighter.R
boostr/inst/tests/test-kFoldCV.R
boostr/inst/tests/test-wrapProcedure.R
boostr/inst/tests/test-boostBackend.R
boostr/inst/tests/test-buildEstimationProcedure.R
boostr/inst/tests/test-boost_function.R
boostr/inst/tests/test-implemented_reweighters.R
boostr/inst/tests/test-addDots.R
boostr/inst/tests/helper-constants.R
boostr/inst/tests/test-boost_list.R
boostr/inst/doc
boostr/inst/doc/boostr_user_inputs.R
boostr/inst/doc/boostr_user_inputs.html
boostr/inst/doc/boostr_user_inputs.Rmd
boostr/inst/doc/brief_intro_to_booster.Rmd
boostr/inst/doc/brief_intro_to_booster.html
boostr/inst/doc/brief_intro_to_booster.R
boostr/NAMESPACE
boostr/R
boostr/R/weightedAggregator.R boostr/R/boostWith.R boostr/R/print_boostrWrapper.R boostr/R/onLoad.R boostr/R/kFoldCV.R boostr/R/arcfsAggregator.R boostr/R/arcfsReweighter.R boostr/R/arcx4Aggregator.R boostr/R/vanillaBagger.R boostr/R/makePredictions.R boostr/R/boostBackend.R
boostr/R/boostr-package.r
boostr/R/addDots.R boostr/R/adaboostReweighter.R boostr/R/wrapPerformanceAnalyzer.R boostr/R/extractionFunctions.R boostr/R/defaultOOBPerformanceAnalysis.R boostr/R/print_boostr.R boostr/R/boost.R boostr/R/wrapProcedure.R boostr/R/buildEstimationProcedure.R boostr/R/wrapReweighter.R boostr/R/vanillaAggregator.R boostr/R/adaboostAggregator.R boostr/R/wrapAggregator.R boostr/R/isClassConstructor.R boostr/R/arcx4Reweighter.R boostr/R/predictClassFromWeightedVote.R boostr/R/predictResponseFromWeightedAverage.R
boostr/vignettes
boostr/vignettes/boostr_user_inputs.Rmd
boostr/vignettes/brief_intro_to_booster.Rmd
boostr/MD5
boostr/build
boostr/build/vignette.rds
boostr/DESCRIPTION
boostr/man
boostr/man/defaultOOBPerformanceAnalysis.Rd boostr/man/boost.Rd boostr/man/isClassConstructor.Rd boostr/man/arcfsAggregator.Rd boostr/man/wrapReweighter.Rd boostr/man/wrapAggregator.Rd boostr/man/adaboostAggregator.Rd boostr/man/buildEstimationProcedure.Rd boostr/man/arcfsReweighter.Rd boostr/man/stockAggregators.Rd boostr/man/boostr.Rd boostr/man/predictClassViaVoting.Rd boostr/man/boostWith.Rd boostr/man/extractionFunctions.Rd boostr/man/vanillaBagger.Rd boostr/man/kFoldCV.Rd boostr/man/makePredictions.Rd boostr/man/predictResponseFromWeightedAverage.Rd boostr/man/adaboostReweighter.Rd boostr/man/addDots.Rd boostr/man/boostBackend.Rd boostr/man/wrapProcedure.Rd boostr/man/wrapPerformanceAnalyzer.Rd boostr/man/arcx4Reweighter.Rd
boostr/.Rinstignore

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