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-any)bagged.outliertrees_1.0.0.zip(r-4.6-any)bagged.outliertrees_1.0.0.zip(r-4.5-any)
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✨
DESCRIPTION |NEWS
card.svg |card.png
bagged.outliertrees/json (API)

# 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 404 downloads 1 exports 28 dependencies

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

TargetResultTimeFilesSyslog
linux-develOK115
source / vignettesOK153
linux-releaseOK113
macos-releaseOK109
macos-oldrelOK91
windows-develOK90
windows-releaseOK76
windows-oldrelOK81
wasm-releaseOK86

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