Extensible Package for Parallel, Batch Training of Base Learners for Ensemble Modeling

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Documentation for package ‘EnsembleBase’ version 1.0.2

• DESCRIPTION file.

Help Pages

BART.Regression.Config-class	Classes '"KNN.Regression.Config"', '"NNET.Regression.Config"', '"RF.Regression.Config"', '"SVM.Regression.Config"', '"GBM.Regression.Config"', '"PENREG.Regression.Config"', '"BART.Regression.Config"'
BART.Regression.FitObj-class	Classes '"KNN.Regression.FitObj"', '"NNET.Regression.FitObj"', '"RF.Regression.FitObj"', '"SVM.Regression.FitObj"', '"GBM.Regression.FitObj"', '"PENREG.Regression.FitObj"', '"BART.Regression.FitObj"'
BaseLearner.Batch.FitObj-class	Classes '"BaseLearner.Batch.FitObj"' and '"Regression.Batch.FitObj"'
BaseLearner.Config-class	Classes '"BaseLearner.Config"', '"Regression.Config"'
BaseLearner.CV.Batch.FitObj-class	Classes '"BaseLearner.CV.Batch.FitObj"' and '"Regression.CV.Batch.FitObj"'
BaseLearner.CV.FitObj-class	Classes '"BaseLearner.CV.FitObj"' and '"Regression.CV.FitObj"'
BaseLearner.Fit	Generic S4 Method for Fitting Base Learners
BaseLearner.Fit-method	Generic S4 Method for Fitting Base Learners
BaseLearner.Fit-methods	Generic S4 Method for Fitting Base Learners
BaseLearner.FitObj-class	Classes '"BaseLearner.FitObj"' and '"Regression.FitObj"'
extract.baselearner.name	Helper Functions for Manipulating Base Learner Configurations
GBM.Regression.Config-class	Classes '"KNN.Regression.Config"', '"NNET.Regression.Config"', '"RF.Regression.Config"', '"SVM.Regression.Config"', '"GBM.Regression.Config"', '"PENREG.Regression.Config"', '"BART.Regression.Config"'
GBM.Regression.FitObj-class	Classes '"KNN.Regression.FitObj"', '"NNET.Regression.FitObj"', '"RF.Regression.FitObj"', '"SVM.Regression.FitObj"', '"GBM.Regression.FitObj"', '"PENREG.Regression.FitObj"', '"BART.Regression.FitObj"'
generate.partition	Utility Functions in EnsembleBase Package
generate.partitions	Utility Functions in EnsembleBase Package
Instance-class	Classes '"Instance"' and '"Instance.List"'
Instance.List-class	Classes '"Instance"' and '"Instance.List"'
KNN.Regression.Config-class	Classes '"KNN.Regression.Config"', '"NNET.Regression.Config"', '"RF.Regression.Config"', '"SVM.Regression.Config"', '"GBM.Regression.Config"', '"PENREG.Regression.Config"', '"BART.Regression.Config"'
KNN.Regression.FitObj-class	Classes '"KNN.Regression.FitObj"', '"NNET.Regression.FitObj"', '"RF.Regression.FitObj"', '"SVM.Regression.FitObj"', '"GBM.Regression.FitObj"', '"PENREG.Regression.FitObj"', '"BART.Regression.FitObj"'
load.object	Utility Functions in EnsembleBase Package
make.configs	Helper Functions for Manipulating Base Learner Configurations
make.configs.bart.regression	Helper Functions for Manipulating Base Learner Configurations
make.configs.gbm.regression	Helper Functions for Manipulating Base Learner Configurations
make.configs.knn.regression	Helper Functions for Manipulating Base Learner Configurations
make.configs.nnet.regression	Helper Functions for Manipulating Base Learner Configurations
make.configs.penreg.regression	Helper Functions for Manipulating Base Learner Configurations
make.configs.rf.regression	Helper Functions for Manipulating Base Learner Configurations
make.configs.svm.regression	Helper Functions for Manipulating Base Learner Configurations
make.instances	Helper Functions for Manipulating Base Learner Configurations
NNET.Regression.Config-class	Classes '"KNN.Regression.Config"', '"NNET.Regression.Config"', '"RF.Regression.Config"', '"SVM.Regression.Config"', '"GBM.Regression.Config"', '"PENREG.Regression.Config"', '"BART.Regression.Config"'
NNET.Regression.FitObj-class	Classes '"KNN.Regression.FitObj"', '"NNET.Regression.FitObj"', '"RF.Regression.FitObj"', '"SVM.Regression.FitObj"', '"GBM.Regression.FitObj"', '"PENREG.Regression.FitObj"', '"BART.Regression.FitObj"'
OptionalCharacter-class	Class '"OptionalInteger"'
OptionalInteger-class	Class '"OptionalInteger"'
OptionalNumeric-class	Class '"OptionalInteger"'
PENREG.Regression.Config-class	Classes '"KNN.Regression.Config"', '"NNET.Regression.Config"', '"RF.Regression.Config"', '"SVM.Regression.Config"', '"GBM.Regression.Config"', '"PENREG.Regression.Config"', '"BART.Regression.Config"'
PENREG.Regression.FitObj-class	Classes '"KNN.Regression.FitObj"', '"NNET.Regression.FitObj"', '"RF.Regression.FitObj"', '"SVM.Regression.FitObj"', '"GBM.Regression.FitObj"', '"PENREG.Regression.FitObj"', '"BART.Regression.FitObj"'
plot.Regression.Batch.FitObj	Batch Training, Prediction and Diagnostics of Regression Base Learners
plot.Regression.CV.Batch.FitObj	CV Batch Training and Diagnostics of Regression Base Learners
predict.Regression.Batch.FitObj	Batch Training, Prediction and Diagnostics of Regression Base Learners
predict.Regression.CV.Batch.FitObj	CV Batch Training and Diagnostics of Regression Base Learners
predict.Regression.CV.FitObj	Cross-Validated Training and Prediction of Regression Base Learners
Regression.Batch.Fit	Batch Training, Prediction and Diagnostics of Regression Base Learners
Regression.Batch.FitObj-class	Classes '"BaseLearner.Batch.FitObj"' and '"Regression.Batch.FitObj"'
Regression.Config-class	Classes '"BaseLearner.Config"', '"Regression.Config"'
Regression.CV.Batch.Fit	CV Batch Training and Diagnostics of Regression Base Learners
Regression.CV.Batch.FitObj-class	Classes '"BaseLearner.CV.Batch.FitObj"' and '"Regression.CV.Batch.FitObj"'
Regression.CV.Fit	Cross-Validated Training and Prediction of Regression Base Learners
Regression.CV.FitObj-class	Classes '"BaseLearner.CV.FitObj"' and '"Regression.CV.FitObj"'
regression.extract.response	Utility Functions in EnsembleBase Package
Regression.FitObj-class	Classes '"BaseLearner.FitObj"' and '"Regression.FitObj"'
Regression.Integrator.Config-class	Classes '"Regression.Integrator.Config"', '"Regression.Select.Config"', '"Regression.Integrator.FitObj"', '"Regression.Select.FitObj"'
Regression.Integrator.Fit	Generic Integrator Methods in Package 'EnsembleBase'
Regression.Integrator.Fit-methods	Generic Integrator Methods in Package 'EnsembleBase'
Regression.Integrator.FitObj-class	Classes '"Regression.Integrator.Config"', '"Regression.Select.Config"', '"Regression.Integrator.FitObj"', '"Regression.Select.FitObj"'
Regression.Select.Config-class	Classes '"Regression.Integrator.Config"', '"Regression.Select.Config"', '"Regression.Integrator.FitObj"', '"Regression.Select.FitObj"'
Regression.Select.Fit	Generic Integrator Methods in Package 'EnsembleBase'
Regression.Select.Fit-methods	Generic Integrator Methods in Package 'EnsembleBase'
Regression.Select.FitObj-class	Classes '"Regression.Integrator.Config"', '"Regression.Select.Config"', '"Regression.Integrator.FitObj"', '"Regression.Select.FitObj"'
RegressionEstObj-class	Class '"RegressionEstObj"'
RegressionSelectPred-class	Class '"RegressionSelectPred"'
RF.Regression.Config-class	Classes '"KNN.Regression.Config"', '"NNET.Regression.Config"', '"RF.Regression.Config"', '"SVM.Regression.Config"', '"GBM.Regression.Config"', '"PENREG.Regression.Config"', '"BART.Regression.Config"'
RF.Regression.FitObj-class	Classes '"KNN.Regression.FitObj"', '"NNET.Regression.FitObj"', '"RF.Regression.FitObj"', '"SVM.Regression.FitObj"', '"GBM.Regression.FitObj"', '"PENREG.Regression.FitObj"', '"BART.Regression.FitObj"'
rmse.error	Utility Functions in EnsembleBase Package
servo	Servo Data Set
SVM.Regression.Config-class	Classes '"KNN.Regression.Config"', '"NNET.Regression.Config"', '"RF.Regression.Config"', '"SVM.Regression.Config"', '"GBM.Regression.Config"', '"PENREG.Regression.Config"', '"BART.Regression.Config"'
SVM.Regression.FitObj-class	Classes '"KNN.Regression.FitObj"', '"NNET.Regression.FitObj"', '"RF.Regression.FitObj"', '"SVM.Regression.FitObj"', '"GBM.Regression.FitObj"', '"PENREG.Regression.FitObj"', '"BART.Regression.FitObj"'
validate	~~ Methods for Function 'validate' in Package 'EnsembleBase' ~~
validate-method	~~ Methods for Function 'validate' in Package 'EnsembleBase' ~~
validate-methods	~~ Methods for Function 'validate' in Package 'EnsembleBase' ~~