Explainable Outlier Detection Through Decision Tree Conditioning
Overview
Outlier detection method that flags suspicious values within observations, constrasting them against the normal values in a user-readable format, potentially describing conditions within the data that make a given outlier more rare. Full procedure is described in Cortes (2020) doi:10.48550/arXiv.2001.00636. Loosely based on the 'GritBot' https://www.rulequest.com/gritbot-info.html software.
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-06-09
- ERROR12 OK, 1 ERROR2026-06-08
- OK12 OK2026-04-25
Show 3 earlier changesHide 3 earlier changes
- NOTE12 OK, 2 NOTE2026-04-22
- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 13
- Examples that run
- 100%3 run in a plain check
- Exported functions with examples
- 33%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 8%
Downloads
Repository
- PRs merged (all time)
- 100%
- Median days to close, 50 most recently updated closed issues
- 1
- Median days to close, 50 most recently updated closed PRs
- 0
Stars over time
Forks over time
Releases over time
Issues over time
Commits over time
1 development-tooling and community-health practice detected across 1 family in the upstream repository
Checks run against github.com/david-cortes/outliertree on 2026-10-22.
Dependencies
Installing outliertree adds 2 packages (1 with compiled code, 2.1 MB of source tarballs). Heaviest: Rcpp 1.8 MB, Rcereal 261 KB.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- 1.10.0-2Latest
- RR 4.6.0 released · 2026-04-24
- 1.10.0-12026-03-05 · diff ↗
- RR 4.5.0 released · 2025-04-11
- 1.10.02024-09-06 · diff ↗
- RR 4.4.0 released · 2024-04-24
- 1.9.02024-02-09 · diff ↗
- 1.8.2
- RR 4.3.0 released · 2023-04-21
- 1.8.1-12022-08-06 · diff ↗
- RR 4.2.0 released · 2022-04-22
- 1.8.12022-02-17 · diff ↗
- 1.7.6-12021-10-29 · diff ↗
- 1.7.62021-09-25 · diff ↗
- 1.7.42021-08-22 · diff ↗
- 1.7.32021-07-16 · diff ↗
Show 16 earlier eventsHide 16 earlier events
- RR 4.1.0 released · 2021-05-18
- 1.7.22021-05-17 · diff ↗
- 1.7.12021-04-16 · diff ↗
- 1.6.02021-03-15 · diff ↗
- 1.3.42021-01-18 · diff ↗
- 1.3.12020-12-11 · diff ↗
- 1.3.02020-06-10 · diff ↗
- RR 4.0.0 released · 2020-04-24
- 1.2.02020-04-19 · diff ↗
- 1.1.32020-01-12 · diff ↗
- 1.1.2
- 1.0.42019-09-02 · diff ↗
- 1.0.22019-08-28 · diff ↗
- 1.0.12019-08-19 · diff ↗
- 1.02019-07-31
- RR 3.6.0 released · 2019-04-26
Package metadata
- First published
- 2019-07-31
- Total releases
- 24 / 7 yrs
- License
- GPL (>= 3) OSI
- Minimum R
- ≥ 4.3.0
- Bundled data
- 75 KB / 2 files
- Download size
- 618 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("outliertree")This package has no citation file, so citation() returns this entry built from DESCRIPTION.
Cite the R Observatory
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