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MixtureMissing
View on CRAN: Click
here
Download and install MixtureMissing package within the R console
Install from CRAN:
install.packages("MixtureMissing")
Install from Github:
library("remotes")
install_github("cran/MixtureMissing")
Install by package version:
library("remotes")
install_version("MixtureMissing", "3.0.3")
Attach the package and use:
library("MixtureMissing")
Maintained by
Hung Tong
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-10-20
Latest Update: 2024-01-17
Description:
Implementations of various robust and flexible model-based clustering methods for data sets with missing values at random.
Two main models are: Multivariate Contaminated Normal Mixture (MCNM, Tong and Tortora, 2022, ) and
Multivariate Generalized Hyperbolic Mixture (MGHM, Wei et al., 2019, ). Mixtures via some special or limiting
cases of the multivariate generalized hyperbolic distribution are also included: Normal-Inverse Gaussian, Symmetric Normal-Inverse Gaussian,
Skew-Cauchy, Cauchy, Skew-t, Student's t, Normal, Symmetric Generalized Hyperbolic, Hyperbolic Univariate Marginals,
Hyperbolic, and Symmetric Hyperbolic.
How to cite:
Hung Tong (2021). MixtureMissing: Robust and Flexible Model-Based Clustering for Data Sets with Missing Values at Random. R package version 3.0.3, https://cran.r-project.org/web/packages/MixtureMissing. Accessed 21 Nov. 2024.
Previous versions and publish date:
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imports, suggests or enhances
Complete documentation for MixtureMissing
Functions, R codes and Examples using
the MixtureMissing R package
Some associated functions: CNM . MCNM . MNM . MtM . NM . auto . cnm_close_100 . cnm_close_500 . cnm_far_100 . cnm_far_500 . evaluation_metrics . generate_patterns . hide_values . initialize_clusters . nm_1_noise_close_100 . nm_1_noise_close_500 . nm_1_noise_far_100 . nm_1_noise_far_500 . nm_5_noise_close_100 . nm_5_noise_close_500 . nm_5_noise_far_100 . nm_5_noise_far_500 . plot.MixtureMissing . summary.MixtureMissing . tM . tm_close_100 . tm_close_500 . tm_far_100 . tm_far_500 .
Some associated R codes: CNM.R . MCNM.R . MNM.R . MixtureMissing.R . MtM.R . NM.R . data.R . tM.R . utils.R . Full MixtureMissing package functions and examples
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