dobin: Dimension Reduction for Outlier Detection (original) (raw)
A dimension reduction technique for outlier detection. DOBIN: a Distance based Outlier BasIs using Neighbours, constructs a set of basis vectors for outlier detection. This is not an outlier detection method; rather it is a pre-processing method for outlier detection. It brings outliers to the fore-front using fewer basis vectors (Kandanaarachchi, Hyndman 2020) <doi:10.1080/10618600.2020.1807353>.
| Version: | 1.0.4 |
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| Depends: | R (≥ 3.4.0) |
| Imports: | dbscan, ggplot2, pracma |
| Suggests: | knitr, rmarkdown, OutliersO3, FNN |
| Published: | 2022-08-25 |
| DOI: | 10.32614/CRAN.package.dobin |
| Author: | Sevvandi Kandanaarachchi [aut, cre] |
| Maintainer: | Sevvandi Kandanaarachchi |
| License: | MIT + file |
| URL: | https://sevvandi.github.io/dobin/ |
| NeedsCompilation: | no |
| In views: | AnomalyDetection |
| CRAN checks: | dobin results |
Documentation:
| Reference manual: | dobin.html , <dobin.pdf> |
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| Vignettes: | Introduction to dobin (source, R code) |
Downloads:
| Package source: | dobin_1.0.4.tar.gz |
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| Windows binaries: | r-devel: dobin_1.0.4.zip, r-release: dobin_1.0.4.zip, r-oldrel: dobin_1.0.4.zip |
| macOS binaries: | r-release (arm64): dobin_1.0.4.tgz, r-oldrel (arm64): dobin_1.0.4.tgz, r-release (x86_64): dobin_1.0.4.tgz, r-oldrel (x86_64): dobin_1.0.4.tgz |
| Old sources: | dobin archive |
Linking:
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