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Functions for creating ensembles of optimal trees for regression, classification (Khan, Z., Gul, A., Perperoglou, A., Miftahuddin, M., Mahmoud, O., Adler, W., & Lausen, B. (2019). (2019) <doi:10.1007/s11634-019-00364-9>) and class membership probability estimation (Khan, Z, Gul, A, Mahmoud, O, Miftahuddin, M, Perperoglou, A, Adler, W & Lausen, B (2016) <doi:10.1007/978-3-319-25226-1_34>) are given. A few trees are selected from an initial set of trees grown by random forest for the ensemble on the basis of their individual and collective performance. Three different methods of tree selection for the case of classification are given. The prediction functions return estimates of the test responses and their class membership probabilities. Unexplained variations, error rates, confusion matrix, Brier scores, etc. are also returned for the test data.
| Version: | 1.0.1 |
| Imports: | randomForest, stats |
| Published: | 2020-04-20 |
| DOI: | 10.32614/CRAN.package.OTE |
| Author: | Zardad Khan, Asma Gul, Aris Perperoglou, Osama Mahmoud, Werner Adler, Miftahuddin and Berthold Lausen |
| Maintainer: | Zardad Khan <zardadkhan at awkum.edu.pk> |
| License: | GPL (≥ 3) |
| NeedsCompilation: | no |
| CRAN checks: | OTE results |
| Reference manual: | OTE.pdf |
| Package source: | OTE_1.0.1.tar.gz |
| Windows binaries: | r-devel: OTE_1.0.1.zip, r-release: OTE_1.0.1.zip, r-oldrel: OTE_1.0.1.zip |
| macOS binaries: | r-release (arm64): OTE_1.0.1.tgz, r-oldrel (arm64): OTE_1.0.1.tgz, r-release (x86_64): OTE_1.0.1.tgz, r-oldrel (x86_64): OTE_1.0.1.tgz |
| Old sources: | OTE archive |
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These binaries (installable software) and packages are in development.
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