hybridEnsemble: Build, Deploy and Evaluate Hybrid Ensembles

Functions to build and deploy a hybrid ensemble consisting of eight different sub-ensembles: bagged logistic regressions, random forest, stochastic boosting, kernel factory, bagged neural networks, bagged support vector machines, rotation forest, and bagged k-nearest neighbors. Functions to cross-validate the hybrid ensemble and plot and summarize the results are also provided. There is also a function to assess the importance of the predictors.

Author
Michel Ballings, Dauwe Vercamer, and Dirk Van den Poel
Date of publication
2015-05-30 16:22:16
Maintainer
Michel Ballings <Michel.Ballings@GMail.com>
License
GPL (>= 2)
Version
1.0.0

View on CRAN

Man pages

Credit
Credit approval (Frank and Asuncion, 2010)
CVhybridEnsemble
Five times twofold cross-validation for the Hybrid Ensemble...
hybridEnsemble
Binary classification with Hybrid Ensemble
hybridEnsembleNews
Display the NEWS file
importance.hybridEnsemble
Importance method for hybridEnsemble objects
plot.CVhybridEnsemble
Plot the performance of the cross-validated Hybrid Ensemble
predict.hybridEnsemble
Predict method for hybridEnsemble objects
summary.CVhybridEnsemble
Summarize the performance of the cross-validated Hybrid...

Files in this package

hybridEnsemble
hybridEnsemble/inst
hybridEnsemble/inst/NEWS
hybridEnsemble/tests
hybridEnsemble/tests/testthat.R
hybridEnsemble/tests/testthat
hybridEnsemble/tests/testthat/test-mainfunctions.r
hybridEnsemble/NAMESPACE
hybridEnsemble/data
hybridEnsemble/data/Credit.RData
hybridEnsemble/R
hybridEnsemble/R/summary.CVhybridEnsemble.R
hybridEnsemble/R/hybridEnsemble.R
hybridEnsemble/R/CVhybridEnsemble.R
hybridEnsemble/R/hybridEnsembleNews.R
hybridEnsemble/R/plot.CVhybridEnsemble.R
hybridEnsemble/R/auxiliary.R
hybridEnsemble/R/importance.hybridEnsemble.R
hybridEnsemble/R/predict.hybridEnsemble.R
hybridEnsemble/R/zzz.R
hybridEnsemble/MD5
hybridEnsemble/DESCRIPTION
hybridEnsemble/man
hybridEnsemble/man/hybridEnsembleNews.Rd
hybridEnsemble/man/predict.hybridEnsemble.Rd
hybridEnsemble/man/Credit.Rd
hybridEnsemble/man/CVhybridEnsemble.Rd
hybridEnsemble/man/summary.CVhybridEnsemble.Rd
hybridEnsemble/man/hybridEnsemble.Rd
hybridEnsemble/man/plot.CVhybridEnsemble.Rd
hybridEnsemble/man/importance.hybridEnsemble.Rd