Package: bagged.outliertrees 1.0.0

Rafael Santos

bagged.outliertrees: Robust Explainable Outlier Detection Based on OutlierTree

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>.

Authors:Rafael Santos [aut, cre]

bagged.outliertrees_1.0.0.tar.gz
bagged.outliertrees_1.0.0.zip(r-4.7)bagged.outliertrees_1.0.0.zip(r-4.6)bagged.outliertrees_1.0.0.zip(r-4.5)
bagged.outliertrees_1.0.0.tgz(r-4.6-any)bagged.outliertrees_1.0.0.tgz(r-4.5-any)
bagged.outliertrees_1.0.0.tar.gz(r-4.7-any)bagged.outliertrees_1.0.0.tar.gz(r-4.6-any)
bagged.outliertrees_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
bagged.outliertrees/json (API)
NEWS

# Install 'bagged.outliertrees' in R:
install.packages('bagged.outliertrees', repos = c('https://rafajpsantos.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/rafajpsantos/bagged.outliertrees/issues

Datasets:

On CRAN:

Conda:

3.48 score 6 stars 8 scripts 292 downloads 1 exports 28 dependencies

Last updated from:fe0eedf10c. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK128
source / vignettesOK183
linux-release-x86_64OK132
macos-release-arm64OK208
macos-oldrel-arm64OK173
windows-develOK96
windows-releaseOK108
windows-oldrelOK73
wasm-releaseOK113

Exports:bagged.outliertrees

Dependencies:clicodetoolsdata.tabledoSNOWdplyrforeachgenericsglueiteratorsjsonlitelifecyclemagrittroutliertreepillarpkgconfigR6RcerealRcpprlangrlistsnowtibbletidyselectutf8vctrswithrXMLyaml

Readme and manuals

Help Manual

Help pageTopics
Bagged OutlierTreesbagged.outliertrees
Hypothyroidhypothyroid
Predict method for Bagged OutlierTreespredict.bagged.outliertrees
Print outliers in human-readable formatprint.bagged.outlieroutputs