Robust Model-Based Clustering for Data Sets with Missing Values at Random

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Documentation for package ‘MixtureMissing’ version 2.0.0

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auto Automobile Data Set
bankruptcy Bankruptcy Data Set
cluster_impute Imputation using Cluster Means
cnm_close_100 A Mixture of Two Close Contaminated Normal Distributions - 100 Observations
cnm_close_500 A Mixture of Two Close Contaminated Normal Distributions - 500 Observations
cnm_far_100 A Mixture of Two Far Contaminated Normal Distributions - 100 Observations
cnm_far_500 A Mixture of Two Far Contaminated Normal Distributions - 500 Observations
evaluation_metrics Binary Classification Evaluation
generate_patterns Missing-Data Pattern Generation
hide_values Missing Values Generation
initialize_clusters Cluster Initialization using a Heuristic Method
MCNM Multivariate Contaminated Normal Mixture (MCNM)
mean_impute Mean Imputation
MGHM Multivariate Generalized Hyperbolic Mixture (MCNM)
MNM Multivariate Normal Mixture (MNM)
MStM Multivariate Skew-_t_ Mixture (MStM)
MtM Multivariate _t_ Mixture (M_t_M)
nm_1_noise_close_100 A Mixture of Two Close Normal Distributions with 1 by High Atypical Points - 100 Observations
nm_1_noise_close_500 A Mixture of Two Close Normal Distributions with 1 by High Atypical Points - 500 Observations
nm_1_noise_far_100 A Mixture of Two Far Normal Distributions with 1 by High Atypical Points - 100 Observations
nm_1_noise_far_500 A Mixture of Two Far Normal Distributions with 1 by High Atypical Points - 500 Observations
nm_5_noise_close_100 A Mixture of Two Close Normal Distributions with 5 by Noise - 100 Observations
nm_5_noise_close_500 A Mixture of Two Close Normal Distributions with 5 by Noise - 500 Observations
nm_5_noise_far_100 A Mixture of Two Far Normal Distributions with 5 by Noise - 100 Observations
nm_5_noise_far_500 A Mixture of Two Far Normal Distributions with 5 by Noise - 500 Observations
plot.MixtureMissing Mixture Missing Plotting
summary.MixtureMissing Summary for Mixture Missing
tm_close_100 A Mixture of Two Close Student's t Distributions - 100 Observations
tm_close_500 A Mixture of Two Close Student's t Distributions - 500 Observations
tm_far_100 A Mixture of Two Far Student's t Distributions - 100 Observations
tm_far_500 A Mixture of Two Far Student's t Distributions - 500 Observations