Carries out model-based clustering, classification and discriminant analysis using five different models. The models are all based on the generalized hyperbolic distribution. The first model 'MGHD' (Browne and McNicholas (2015) <doi:10.1002/cjs.11246>) is the classical mixture of generalized hyperbolic distributions. The 'MGHFA' (Tortora et al. (2016) <doi:10.1007/s11634-015-0204-z>) is the mixture of generalized hyperbolic factor analyzers for high dimensional data sets. The 'MSGHD' is the mixture of multiple scaled generalized hyperbolic distributions, the 'cMSGHD' is a 'MSGHD' with convex contour plots and the 'MCGHD', mixture of coalesced generalized hyperbolic distributions is a new more flexible model (Tortora et al. (2019)<doi:10.1007/s00357-019-09319-3>. The paper related to the software can be found at <doi:10.18637/jss.v098.i03>.
| Version: | 2.3.7 |
| Depends: | MASS, R (≥ 3.1.3) |
| Imports: | Bessel, stats,mvtnorm,ghyp,numDeriv,mixture,e1071,cluster, methods |
| Published: | 2022-05-11 |
| DOI: | 10.32614/CRAN.package.MixGHD |
| Author: | Cristina Tortora [aut, cre, cph], Aisha ElSherbiny [com], Ryan P. Browne [aut, cph], Brian C. Franczak [aut, cph], and Paul D. McNicholas [aut, cph], and Donald D. Amos [ctb]. |
| Maintainer: | Cristina Tortora <grikris1 at gmail.com> |
| License: | GPL-2 |GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| Citation: | MixGHD citation info |
| In views: | Cluster |
| CRAN checks: | MixGHD results |
| Reference manual: | MixGHD.html ,MixGHD.pdf |
| Package source: | MixGHD_2.3.7.tar.gz |
| Windows binaries: | r-devel:MixGHD_2.3.7.zip, r-release:MixGHD_2.3.7.zip, r-oldrel:MixGHD_2.3.7.zip |
| macOS binaries: | r-release (arm64):MixGHD_2.3.7.tgz, r-oldrel (arm64):MixGHD_2.3.7.tgz, r-release (x86_64):MixGHD_2.3.7.tgz, r-oldrel (x86_64):MixGHD_2.3.7.tgz |
| Old sources: | MixGHD archive |
| Reverse imports: | vscc |
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