Skip to content

metaEnsembleR

Automated Intuitive Package for Meta-Ensemble Learning

v0.1.0 · Nov 19, 2020 · GPL (>= 2)

Description

Extends the base classes and methods of 'caret' package for integration of base learners. The user can input the number of different base learners, and specify the final learner, along with the train-validation-test data partition split ratio. The predictions on the unseen new data is the resultant of the ensemble meta-learning <https://machinelearningmastery.com/stacking-ensemble-machine-learning-with-python/> of the heterogeneous learners aimed to reduce the generalization error in the predictive models. It significantly lowers the barrier for the practitioners to apply heterogeneous ensemble learning techniques in an amateur fashion to their everyday predictive problems.

Downloads

162

Last 30 days

20463rd

162

Last 90 days

162

Last year

CRAN Check Status

14 NOTE
Show all 14 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang NOTE
r-devel-linux-x86_64-fedora-gcc NOTE
r-devel-macos-arm64 NOTE
r-devel-windows-x86_64 NOTE
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 NOTE
r-patched-linux-x86_64 NOTE
r-release-linux-x86_64 NOTE
r-release-macos-arm64 NOTE
r-release-macos-x86_64 NOTE
r-release-windows-x86_64 NOTE
Check details (18 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Ajay Arunachalam <ajay.arunachalam08@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "Ajay",
                    family = "Arunachalam",
                    role = c("aut", "cre"),
                    email = "ajay.arunachalam08@gmail.com")
as necessary.
NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Ajay Arunachalam <ajay.arunachalam08@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "Ajay",
                    family = "Arunachalam",
                    role = c("aut", "cre"),
                    email = "ajay.arunachalam08@gmail.com")
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘e1071’ ‘gbm’ ‘ggplot2’ ‘graphics’ ‘randomForest’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘e1071’ ‘gbm’ ‘ggplot2’ ‘graphics’ ‘randomForest’
  All declared Imports should be used.
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction labels.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction values.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:48: Lost braces
    48 |   {ensembler_return[2]}{Prediction values.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces; missing escapes or markup?
    49 |   {ensembler_return[3]}{Model Result.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:49: Lost braces
    49 |   {ensembler_return[3]}{Model Result.}
       |                        ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces; missing escapes or markup?
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |   ^
checkRd: (-1) ensembler.regression.Rd:50: Lost braces
    50 |   {ensembler_return[4]}{Unseen data predictions.}
       |                        ^

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Ajay Arunachalam <ajay.arunachalam08@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "Ajay",
                    family = "Arunachalam",
                    role = c("aut", "cre"),
                    email = "ajay.arunachalam08@gmail.com")
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Ajay Arunachalam <ajay.arunachalam08@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "Ajay",
                    family = "Arunachalam",
                    role = c("aut", "cre"),
                    email = "ajay.arunachalam08@gmail.com")
as necessary.
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘e1071’ ‘gbm’ ‘ggplot2’ ‘graphics’ ‘randomForest’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘e1071’ ‘gbm’ ‘ggplot2’ ‘graphics’ ‘randomForest’
  All declared Imports should be used.
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) ensembler.classifier.Rd:47: Lost braces; missing escapes or markup?
    47 |   {ensembler_return[1]}{Test data predictions.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:47: Lost braces
    47 |   {ensembler_return[1]}{Test data predictions.}
       |                        ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces; missing escapes or markup?
    48 |   {ensembler_return[2]}{Prediction labels.}
       |   ^
checkRd: (-1) ensembler.classifier.Rd:48: Lost braces
 

Dependency Network

Dependencies Reverse dependencies gridExtra caret ggplot2 e1071 gbm randomForest metaEnsembleR

Version History

new 0.1.0 Mar 9, 2026