Learn R Programming

MixGHD (version 2.3.7)

Model Based Clustering, Classification and Discriminant Analysis Using the Mixture of Generalized Hyperbolic Distributions

Description

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) ) is the classical mixture of generalized hyperbolic distributions. The 'MGHFA' (Tortora et al. (2016) ) 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). The paper related to the software can be found at .

Copy Link

Version

Install

install.packages('MixGHD')

Monthly Downloads

519

Version

2.3.7

License

GPL (>= 2)

Last Published

May 11th, 2022

Functions in MixGHD (2.3.7)

DA

Discriminant analysis using the mixture of generalized hyperbolic distributions.
ARI

Adjusted Rand Index.
MixGHD class

Class "MixGHD"
bankruptcy

Bankruptcy data
banknote

Swiss Banknote data
MCGHD

Mixture of coalesced generalized hyperbolic distributions (MCGHD).
MGHD

Mixture of generalized hyperbolic distributions (MGHD).
MSGHD

Mixture of multiple scaled generalized hyperbolic distributions (MSGHD).
contourpl

Contour plot
MGHFA

Mixture of generalized hyperbolic factor analyzers (MGHFA).
MixGHD-class

Class MixGHD.
rMSGHD

Pseudo random number generation from a mulitple-scaled generalized hyperbolic distribution (MSGHD).
rGHD

Pseudo random number generation from a generalized hyperbolic distribution (GHD).
dGHD

Density of a generalized hyperbolic distribution (GHD).
rCGHD

Pseudo random number generation from a coalesced generalized hyperbolic distribution (MSGHD).
dCGHD

Density of a coalesced generalized hyperbolic distribution (MSGHD).
coef

Coefficients for objects of class MixGHD
cMSGHD

Convex mixture of multiple scaled generalized hyperbolic distributions (cMSGHD).
summary

Plot objects of class MixGHD.
dMSGHD

Density of a mulitple-scaled generalized hyperbolic distribution (MSGHD).
predict

Membership prediction for objects of class MixGHD
plot

Plot objects of class MixGHD.
sonar

Sonar data