deepboost: Deep Boosting Ensemble Modeling

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Provides deep boosting models training, evaluation, predicting and hyper parameter optimising using grid search and cross validation. Based on Google's Deep Boosting algorithm, and Google's C++ implementation. Cortes, C., Mohri, M., & Syed, U. (2014) <URL: http://machinelearning.wustl.edu/mlpapers/papers/icml2014c2_cortesb14>.

Author
Daniel Marcous [aut, cre], Yotam Sandbank [aut], Google Inc. [cph]
Date of publication
2016-03-02 12:15:48
Maintainer
Daniel Marcous <dmarcous@gmail.com>
License
Apache License (== 2.0)
Version
0.1.4
URLs

View on CRAN

Man pages

adult
Adult humans
australian
Australian
banana
banana
bupa
bupa
coli2000
coli2000
Deepboost
Main function for deepboost model creation
Deepboost-class
An S4 class to represent a deepboost model.
deepboost.default
Main function for deepboost model creation
deepboost.evaluate
Evaluates and prints statistics for a deepboost model
deepboost.formula
Main function for deepboost model creation, using a formula
deepboost.gridSearch
Returns optimised parameter list for deepboost model on given...
deepboost.predict
Predicts instances responses based on a deepboost model
deepboost.print
Evaluates and prints statistics for a deepboost model on the...
deepboost.train
Trains a deepboost model
haberman
haberman
heart
heart
magic
magic
pima
pima
predict-Deepboost-method
Predict method for Deepboost model
show-Deepboost-method
Print method for Deepboost model Evaluates a trained...
sonar
sonar

Files in this package

deepboost
deepboost/tests
deepboost/tests/testthat.R
deepboost/tests/testthat
deepboost/tests/testthat/test_basic.R
deepboost/src
deepboost/src/deepboost_converters.h
deepboost/src/Makevars
deepboost/src/boost.h
deepboost/src/tree.cc
deepboost/src/deepboost_C.h
deepboost/src/deepboost_R.cpp
deepboost/src/deepboost_converters.cpp
deepboost/src/tree.h
deepboost/src/deepboost_C.cc
deepboost/src/boost.cc
deepboost/src/types.h
deepboost/src/Makevars.win
deepboost/src/RcppExports.cpp
deepboost/NAMESPACE
deepboost/demo
deepboost/demo/experiments.R
deepboost/demo/00Index
deepboost/demo/deepboostGrid.R
deepboost/data
deepboost/data/pima.rda
deepboost/data/magic.rda
deepboost/data/coli2000.rda
deepboost/data/bupa.rda
deepboost/data/australian.rda
deepboost/data/haberman.rda
deepboost/data/sonar.rda
deepboost/data/banana.rda
deepboost/data/adult.rda
deepboost/data/datalist
deepboost/data/heart.rda
deepboost/R
deepboost/R/deepboost-grid-search.R
deepboost/R/RcppExports.R
deepboost/R/deepboost-data.R
deepboost/R/deepboost.R
deepboost/README.md
deepboost/MD5
deepboost/DESCRIPTION
deepboost/man
deepboost/man/haberman.Rd
deepboost/man/Deepboost.Rd
deepboost/man/Deepboost-class.Rd
deepboost/man/deepboost.evaluate.Rd
deepboost/man/magic.Rd
deepboost/man/predict-Deepboost-method.Rd
deepboost/man/deepboost.train.Rd
deepboost/man/pima.Rd
deepboost/man/deepboost.print.Rd
deepboost/man/coli2000.Rd
deepboost/man/deepboost.default.Rd
deepboost/man/australian.Rd
deepboost/man/banana.Rd
deepboost/man/sonar.Rd
deepboost/man/deepboost.formula.Rd
deepboost/man/adult.Rd
deepboost/man/show-Deepboost-method.Rd
deepboost/man/deepboost.predict.Rd
deepboost/man/deepboost.gridSearch.Rd
deepboost/man/bupa.Rd
deepboost/man/heart.Rd