OTE
Optimal Trees Ensembles for Regression, Classification and Class Membership Probability Estimation
Description
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.
Downloads
210
Last 30 days
21712th
536
Last 90 days
2K
Last year
Trend: +20.7% (30d vs prior 30d)
CRAN Check Status
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 | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | OK |
| r-oldrel-macos-x86_64 | OK |
| r-oldrel-windows-x86_64 | OK |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (2 non-OK)
CRAN incoming feasibility
Maintainer: ‘Zardad Khan <zardadkhan@awkum.edu.pk>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Zardad",
family = "Khan",
role = c("aut", "cre"),
email = "zardadkhan@awkum.edu.pk"),
person(given = "Asma",
family = "Gul",
role = "aut"),
person(given = "Aris",
family = "Perperoglou",
role = "aut"),
person(given = "Osama",
family = "Mahmoud",
role = "aut"),
person(given = "Werner",
family = "Adler",
role = "aut"),
person(family = "Miftahuddin",
role = "aut"),
person(given = "Berthold",
family = "Lausen",
role = "aut"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘Zardad Khan <zardadkhan@awkum.edu.pk>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Zardad",
family = "Khan",
role = c("aut", "cre"),
email = "zardadkhan@awkum.edu.pk"),
person(given = "Asma",
family = "Gul",
role = "aut"),
person(given = "Aris",
family = "Perperoglou",
role = "aut"),
person(given = "Osama",
family = "Mahmoud",
role = "aut"),
person(given = "Werner",
family = "Adler",
role = "aut"),
person(family = "Miftahuddin",
role = "aut"),
person(given = "Berthold",
family = "Lausen",
role = "aut"))
as necessary.
Check History
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
CRAN incoming feasibility
Maintainer: ‘Zardad Khan <zardadkhan@awkum.edu.pk>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Zardad",
family = "Khan",
role = c("aut", "cre"),
...[truncated]...
role = "aut"),
person(family = "Miftahuddin",
role = "aut"),
person(given = "Berthold",
family = "Lausen",
role = "aut"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘Zardad Khan <zardadkhan@awkum.edu.pk>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Zardad",
family = "Khan",
role = c("aut", "cre"),
...[truncated]...
role = "aut"),
person(family = "Miftahuddin",
role = "aut"),
person(given = "Berthold",
family = "Lausen",
role = "aut"))
as necessary.