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bagged.outliertrees

Robust Explainable Outlier Detection Based on OutlierTree

v1.0.0 · Jul 6, 2021 · MIT + file LICENSE

Description

Bagged OutlierTrees is an explainable unsupervised outlier detection method based on an ensemble implementation of the existing OutlierTree procedure (Cortes, 2020). This implementation takes advantage of bootstrap aggregating (bagging) to improve robustness by reducing the possible masking effect and subsequent high variance (similarly to Isolation Forest), hence the name "Bagged OutlierTrees". To learn more about the base procedure OutlierTree (Cortes, 2020), please refer to <arXiv:2001.00636>.

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CRAN incoming feasibility

Maintainer: ‘Rafael Santos <rafael.jpsantos@outlook.com>’

The Description field contains
  <arXiv:2001.00636>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Rafael Santos <rafael.jpsantos@outlook.com>’

The Description field contains
  <arXiv:2001.00636>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Rafael Santos <rafael.jpsantos@outlook.com>’

The Description field contains
  <arXiv:2001.00636>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Rafael Santos <rafael.jpsantos@outlook.com>’

The Description field contains
  <arXiv:2001.00636>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Dependency Network

Dependencies Reverse dependencies outliertree dplyr doSNOW foreach rlist data.table bagged.outliertrees

Version History

new 1.0.0 Mar 9, 2026