isotree: Isolation-Based Outlier Detection

Fast and multi-threaded implementation of isolation forest (Liu, Ting, Zhou (2008) <doi:10.1109/ICDM.2008.17>), extended isolation forest (Hariri, Kind, Brunner (2018) <arXiv:1811.02141>), SCiForest (Liu, Ting, Zhou (2010) <doi:10.1007/978-3-642-15883-4_18>), fair-cut forest (Cortes (2021) <arXiv:2110:13402>), robust random-cut forest (Guha, Mishra, Roy, Schrijvers (2016) <http://proceedings.mlr.press/v48/guha16.html>), and customizable variations of them, for isolation-based outlier detection, clustered outlier detection, distance or similarity approximation (Cortes (2019) <arXiv:1910.12362>), isolation kernel calculation (Ting, Zhu, Zhou (2018) <doi:10.1145/3219819.3219990>), and imputation of missing values (Cortes (2019) <arXiv:1911.06646>), based on random or guided decision tree splitting, and providing different metrics for scoring anomalies based on isolation depth or density (Cortes (2021) <arXiv:2111.11639>). Provides simple heuristics for fitting the model to categorical columns and handling missing data, and offers options for varying between random and guided splits, and for using different splitting criteria.

Version:	0.5.17
Imports:	Rcpp (≥ 1.0.1)
LinkingTo:	Rcpp
Suggests:	MASS, outliertree, jsonlite (≥ 1.7.3), mlbench, MLmetrics, kernlab, knitr, rmarkdown, kableExtra
Enhances:	Matrix, SparseM
Published:	2022-09-07
Author:	David Cortes [aut, cre, cph], Thibaut Goetghebuer-Planchon [cph] (Copyright holder of included robinmap library), David Blackman [cph] (Copyright holder of original xoshiro code), Sebastiano Vigna [cph] (Copyright holder of original xoshiro code), NumPy Developers [cph] (Copyright holder of formatted ziggurat tables)
Maintainer:	David Cortes <david.cortes.rivera at gmail.com>
BugReports:	https://github.com/david-cortes/isotree/issues
License:	BSD_2_clause + file LICENSE
Copyright:	see file COPYRIGHTS
URL:	https://github.com/david-cortes/isotree
NeedsCompilation:	yes
In views:	MissingData
CRAN checks:	isotree results

Documentation:

Reference manual:	isotree.pdf
Vignettes:	An Introduction to Isolation Forests

Downloads:

Package source:	isotree_0.5.17.tar.gz
Windows binaries:	r-devel: isotree_0.5.17.zip, r-release: isotree_0.5.17.zip, r-oldrel: isotree_0.5.17.zip
macOS binaries:	r-release (arm64): isotree_0.5.16.tgz, r-oldrel (arm64): isotree_0.5.16.tgz, r-release (x86_64): isotree_0.5.17.tgz, r-oldrel (x86_64): isotree_0.5.17.tgz
Old sources:	isotree archive

Reverse dependencies:

Reverse imports:	epimutacions, ifCNVR, itsdm
Reverse suggests:	applicable, dsos, familiar

Linking:

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