Package: OutliersLearn 1.0.0

OutliersLearn: Educational Outlier Package with Common Outlier Detection Algorithms

Provides implementations of some of the most important outlier detection algorithms. Includes a tutorial mode option that shows a description of each algorithm and provides a step-by-step execution explanation of how it identifies outliers from the given data with the specified input parameters. References include the works of Azzedine Boukerche, Lining Zheng, and Omar Alfandi (2020) <doi:10.1145/3381028>, Abir Smiti (2020) <doi:10.1016/j.cosrev.2020.100306>, and Xiaogang Su, Chih-Ling Tsai (2011) <doi:10.1002/widm.19>.

Authors:Andres Missiego Manjon [aut, cre], Juan Jose Cuadrado Gallego [aut]

OutliersLearn_1.0.0.tar.gz
OutliersLearn_1.0.0.zip(r-4.5)OutliersLearn_1.0.0.zip(r-4.4)OutliersLearn_1.0.0.zip(r-4.3)
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OutliersLearn.pdf |OutliersLearn.html
OutliersLearn/json (API)

# Install 'OutliersLearn' in R:
install.packages('OutliersLearn', repos = c('https://missiegobeats.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/missiegobeats/outlierslearn/issues

On CRAN:

4.74 score 1 stars 2 scripts 450 downloads 13 exports 0 dependencies

Last updated 5 months agofrom:f784fb2c91. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 21 2024
R-4.5-winOKOct 21 2024
R-4.5-linuxOKOct 21 2024
R-4.4-winOKOct 21 2024
R-4.4-macOKOct 21 2024
R-4.3-winOKOct 21 2024
R-4.3-macOKOct 21 2024

Exports:boxandwhiskersDBSCAN_methodeuclidean_distanceknnlofmahalanobis_distancemahalanobis_methodmanhattan_distmean_outliersLearnquantile_outliersLearnsd_outliersLearntransform_to_vectorz_score_method

Dependencies:

Outliers Learn

Rendered fromOutliersLearnVignette.Rmdusingknitr::rmarkdownon Oct 21 2024.

Last update: 2024-06-02
Started: 2024-06-02

Readme and manuals

Help Manual

Help pageTopics
Box And Whiskersboxandwhiskers
DBSCAN_methodDBSCAN_method
euclidean_distanceeuclidean_distance
knnknn
loflof
mahalanobis_distancemahalanobis_distance
mahalanobis_methodmahalanobis_method
manhattan_distmanhattan_dist
mean_outliersLearnmean_outliersLearn
quantile_outliersLearnquantile_outliersLearn
sd_outliersLearnsd_outliersLearn
transform_to_vectortransform_to_vector
z_score_methodz_score_method