autoBagging
Learning to Rank Bagging Workflows with Metalearning
Description
A framework for automated machine learning. Concretely, the focus is on the optimisation of bagging workflows. A bagging workflows is composed by three phases: (i) generation: which and how many predictive models to learn; (ii) pruning: after learning a set of models, the worst ones are cut off from the ensemble; and (iii) integration: how the models are combined for predicting a new observation. autoBagging optimises these processes by combining metalearning and a learning to rank approach to learn from metadata. It automatically ranks 63 bagging workflows by exploiting past performance and dataset characterization. A complete description of the method can be found in: Pinto, F., Cerqueira, V., Soares, C., Mendes-Moreira, J. (2017): "autoBagging: Learning to Rank Bagging Workflows with Metalearning" arXiv preprint arXiv:1706.09367.
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| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | ERROR |
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CRAN incoming feasibility
Maintainer: ‘Vitor Cerqueira <cerqueira.vitormanuel@gmail.com>’ The Description field contains arXiv:1706.09367. Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
package dependencies
Package required but not available: ‘CORElearn’ See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’ manual.
CRAN incoming feasibility
Maintainer: ‘Vitor Cerqueira <cerqueira.vitormanuel@gmail.com>’ The Description field contains arXiv:1706.09367. Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
package dependencies
Package required but not available: ‘CORElearn’ See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’ manual.
dependencies in R code
Namespace in Imports field not imported from: ‘abind’ All declared Imports should be used.
dependencies in R code
Namespace in Imports field not imported from: ‘abind’ All declared Imports should be used.
package dependencies
Package required but not available: ‘CORElearn’ See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’ manual.
Check History
ERROR 9 OK · 3 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE May 9, 2026
CRAN incoming feasibility
Maintainer: ‘Vitor Cerqueira <cerqueira.vitormanuel@gmail.com>’ The Description field contains arXiv:1706.09367. Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
CRAN incoming feasibility
Maintainer: ‘Vitor Cerqueira <cerqueira.vitormanuel@gmail.com>’ The Description field contains arXiv:1706.09367. Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
dependencies in R code
Namespace in Imports field not imported from: ‘abind’ All declared Imports should be used.
dependencies in R code
Namespace in Imports field not imported from: ‘abind’ All declared Imports should be used.
NOTE 10 OK · 4 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
CRAN incoming feasibility
Maintainer: ‘Vitor Cerqueira <cerqueira.vitormanuel@gmail.com>’ The Description field contains arXiv:1706.09367. Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
CRAN incoming feasibility
Maintainer: ‘Vitor Cerqueira <cerqueira.vitormanuel@gmail.com>’ The Description field contains arXiv:1706.09367. Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
dependencies in R code
Namespace in Imports field not imported from: ‘abind’ All declared Imports should be used.
dependencies in R code
Namespace in Imports field not imported from: ‘abind’ All declared Imports should be used.
Dependency Network
Version History
1 trackedR Observatory began tracking this package on Mar 10, 2026; it first appeared on CRAN Jul 2, 2017. Releases before tracking aren’t shown.