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CRAN: Package outlierMBC

outlierMBC: Sequential Outlier Identification for Model-Based Clustering

Sequential outlier identification for Gaussian mixture models using the distribution of Mahalanobis distances. The optimal number of outliers is chosen based on the dissimilarity between the theoretical and observed distributions of the scaled squared sample Mahalanobis distances. Also includes an extension for Gaussian linear cluster-weighted models using the distribution of studentized residuals. Doherty, McNicholas, and White (2025) <doi:10.48550/arXiv.2505.11668>.

Version: 0.0.1 Depends: R (≥ 4.1.0) Imports: ClusterR, dbscan, flexCWM, ggplot2, mixture, mvtnorm, spatstat.univar, stats Published: 2025-05-28 DOI: 10.32614/CRAN.package.outlierMBC Author: Ultán P. Doherty [aut, cre, cph], Paul D. McNicholas [aut], Arthur White [aut] Maintainer: Ultán P. Doherty <dohertyu at tcd.ie> License: MIT + file LICENSE NeedsCompilation: no Citation: outlierMBC citation info Materials: README CRAN checks: outlierMBC results Documentation: Downloads: Linking:

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