HighDimOut: Outlier Detection Algorithms for High-Dimensional Data

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Three high-dimensional outlier detection algorithms and a outlier unification scheme are implemented in this package. The angle-based outlier detection (ABOD) algorithm is based on the work of Kriegel, Schubert, and Zimek [2008]. The subspace outlier detection (SOD) algorithm is based on the work of Kriegel, Kroger, Schubert, and Zimek [2009]. The feature bagging-based outlier detection (FBOD) algorithm is based on the work of Lazarevic and Kumar [2005]. The outlier unification scheme is based on the work of Kriegel, Kroger, Schubert, and Zimek [2011].

Author
Cheng Fan <raja8885@hotmail.com>
Date of publication
2015-04-02 08:02:28
Maintainer
Cheng Fan <raja8885@hotmail.com>
License
GPL-3
Version
1.0.0

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Man pages

Func.ABOD
Angle-based outlier detection (ABOD) algorithm
Func.FBOD
Feature-bagging outlier detection (FBOD) algorithm
Func.SNN
A function to calculate the shared nearest neighbors (SNN)
Func.SOD
Subspace outlier detection (SOD) algorithm
Func.trans
Outlier score transformation
GoldenStatesWarriors
The player statistics of the Golden States Warriors in the...
HighDimOut-package
Outlier Detection Algorithms for High-Dimensional Data
TestData
Testing data for testing the performance of different...

Files in this package

HighDimOut
HighDimOut/inst
HighDimOut/inst/doc
HighDimOut/inst/doc/GoldenStateWarriors.R
HighDimOut/inst/doc/GoldenStateWarriors.Rmd
HighDimOut/inst/doc/GoldenStateWarriors.html
HighDimOut/NAMESPACE
HighDimOut/data
HighDimOut/data/GoldenStatesWarriors.RData
HighDimOut/data/TestData.RData
HighDimOut/R
HighDimOut/R/HighDimOut.R
HighDimOut/vignettes
HighDimOut/vignettes/GoldenStateWarriors.Rmd
HighDimOut/MD5
HighDimOut/build
HighDimOut/build/vignette.rds
HighDimOut/DESCRIPTION
HighDimOut/man
HighDimOut/man/Func.FBOD.Rd
HighDimOut/man/HighDimOut-package.Rd
HighDimOut/man/Func.SOD.Rd
HighDimOut/man/TestData.Rd
HighDimOut/man/GoldenStatesWarriors.Rd
HighDimOut/man/Func.SNN.Rd
HighDimOut/man/Func.ABOD.Rd
HighDimOut/man/Func.trans.Rd