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

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

Author
Steven Pollack <steven@pollackphoto.net>
Date of publication
2014-05-17 11:02:44
Maintainer
Steven Pollack <steven@pollackphoto.net>
License
GPL-2
Version
1.0.0

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