A modular framework to bag or boost any estimation procedure.


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Documentation for package ‘boostr’ version 1.0.0

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boostr-package Boost (or bag) an estimation procedure with any reweighter or aggregator.
adaboostAggregator Aggregator for the Adaboost.M1 algorithm
adaboostReweighter Reweighter function for the Adaboost.M1 algorithm
addDots Extend a function's signature to include '...'
aggregatorArgs Extraction functions for boostr object attributes
analyzePerformanceArgs Extraction functions for boostr object attributes
arcfsAggregator Aggregator for the arc-fs algorithm.
arcfsReweighter Reweighter for the arc-fs algorithm.
arcx4Aggregator Stock aggregators
arcx4Reweighter Reweighter for the arc-x4 algorithm.
boost Boost an Estimation Procedure with a Reweighter and an Aggregator.
boost.function Boost an Estimation Procedure with a Reweighter and an Aggregator.
boost.list Boost an Estimation Procedure with a Reweighter and an Aggregator.
boostBackend Boost an estimation procedure with a reweighter and aggregator.
boostr Boost (or bag) an estimation procedure with any reweighter or aggregator.
boostWithAdaBoost Boostr implemented versions of arc-fs, arc-x4 and AdaBoost.
boostWithArcFs Boostr implemented versions of arc-fs, arc-x4 and AdaBoost.
boostWithArcX4 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.
ensembleEstimators Extraction functions for boostr object attributes
estimationProcedureArgs Extraction functions for boostr object attributes
estimatorPerformance Extraction functions for boostr object attributes
extractAggregator Extraction functions for boostr object attributes
extractAnalyzePerformance Extraction functions for boostr object attributes
extractCalcBoostrPerformance Extraction functions for boostr object attributes
extractData Extraction functions for boostr object attributes
extractEstimationProcedure Extraction functions for boostr object attributes
extractFormatData Extraction functions for boostr object attributes
extractInitialWeights Extraction functions for boostr object attributes
extractPerformanceOnLearningSet Extraction functions for boostr object attributes
extractReweighter Extraction functions for boostr object attributes
extractSubsetFormula 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.
oobVec Extraction functions for boostr object attributes
predictClassFromVote Predict a class using (un)weighted voting.
predictClassFromWeightedVote Predict a class using (un)weighted voting.
predictResponseFromWeightedAverage Predict a numeric response using (un)weighted averaging.
reweighterArgs Extraction functions for boostr object attributes
reweighterOutput Extraction functions for boostr object attributes
vanillaAggregator Stock aggregators
vanillaBagger Standard (vanilla) bagging procedure.
weightedAggregator Stock aggregators
wrapAggregator Create a boostr compatible wrapper for an aggregator.
wrapPerformanceAnalyzer Create a boostr compatible wrapper for a performance analyzer.
wrapProcedure Create a boostr compatible wrapper for an estimation procedure.
wrapReweighter Create a boostr compatible wrapper for a reweighter.