Clustering and Classification using Model-Based Mixture Models

Documentation for package ‘MixAll’ version 1.5.16

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MixAll Allows to estimate parametric mixture models with mixed data sets and missing data.

-- B --

birds	Qualitative data : morphological description of birds
bullsEye	Quantitative Data: bullsEye
bullsEye.cat	label Data: bullsEye.cat
bullsEye.target	label Data: bullsEye.target

-- C --

car	Qualitative data : Car Evaluation
ClusterAlgo	['ClusterAlgo'] class for Cluster algorithms.
clusterAlgo	Create an instance of the ['ClusterAlgo'] class
ClusterAlgo-class	['ClusterAlgo'] class for Cluster algorithms.
ClusterAlgoPredict	['ClusterAlgoPredict'] class for predict algorithm.
clusterAlgoPredict	Create an instance of the ['ClusterAlgoPredict'] class
ClusterAlgoPredict-class	['ClusterAlgoPredict'] class for predict algorithm.
clusterCategorical	Create an instance of the ['ClusterCategorical'] class
ClusterCategorical-class	Definition of the ['ClusterCategorical'] class
ClusterCategoricalComponent	Definition of the ['ClusterCategoricalComponent'] class
ClusterCategoricalComponent-class	Definition of the ['ClusterCategoricalComponent'] class
clusterCategoricalNames	Create a vector of Categorical mixture model names.
ClusterDiagGaussian	Definition of the ['ClusterDiagGaussian'] class
clusterDiagGaussian	Create an instance of the ['ClusterDiagGaussian'] class
ClusterDiagGaussian-class	Definition of the ['ClusterDiagGaussian'] class
ClusterDiagGaussianComponent	Definition of the ['ClusterDiagGaussianComponent'] class
ClusterDiagGaussianComponent-class	Definition of the ['ClusterDiagGaussianComponent'] class
clusterDiagGaussianNames	Create a vector of diagonal Gaussian mixture model names.
clusterFastStrategy	A strategy is a multistage empirical process for finding a good estimate in the clustering estimation process.
ClusterGamma	Definition of the ['ClusterGamma'] class
clusterGamma	Create an instance of the ['ClusterGamma'] class
ClusterGamma-class	Definition of the ['ClusterGamma'] class
ClusterGamma-method	Plotting of a class ['ClusterGamma']
ClusterGammaComponent	Definition of the ['ClusterGammaComponent'] class
ClusterGammaComponent-class	Definition of the ['ClusterGammaComponent'] class
clusterGammaNames	Create a vector of gamma mixture model names.
ClusterInit	Constructor of the ['ClusterInit'] class
clusterInit	Create an instance of ['ClusterInit'] class
ClusterInit-class	Constructor of the ['ClusterInit'] class
clusterMixedData	Create an instance of the ['ClusterMixedDataModel'] class
ClusterMixedDataModel	Definition of the ['ClusterMixedDataModel'] class
ClusterMixedDataModel-class	Definition of the ['ClusterMixedDataModel'] class
ClusterPoisson	Definition of the ['ClusterPoisson'] class
clusterPoisson	Create an instance of the ['ClusterPoisson'] class
ClusterPoisson-class	Definition of the ['ClusterPoisson'] class
ClusterPoisson-method	Plotting of a class ['ClusterPoisson']
ClusterPoissonComponent	Definition of the ['IClusterComponent'] class
ClusterPoissonComponent-class	Definition of the ['IClusterComponent'] class
clusterPoissonNames	Create a vector of Poisson mixture model names.
ClusterPredict	Class ['ClusterPredict'] for predicting
clusterPredict	Create an instance of ['ClusterPredict'] class
ClusterPredict-class	Class ['ClusterPredict'] for predicting
ClusterPredictMixedData	Class ['ClusterPredictMixedData'] for predicting
ClusterPredictMixedData-class	Class ['ClusterPredictMixedData'] for predicting
clusterSemiSEMStrategy	A strategy is a multistage empirical process for finding a good estimate in the clustering estimation process.
clusterSEMStrategy	A strategy is a multistage empirical process for finding a good estimate in the clustering estimation process.
ClusterStrategy	Constructor of ['ClusterStrategy'] class
clusterStrategy	A strategy is a multistage empirical process for finding a good estimate in the clustering estimation process.
ClusterStrategy-class	Constructor of ['ClusterStrategy'] class
clusterValidCategoricalNames	Create a vector of Categorical mixture model names.
clusterValidDiagGaussianNames	Create a vector of diagonal Gaussian mixture model names.
clusterValidGammaNames	Create a vector of gamma mixture model names.
clusterValidPoissonNames	Create a vector of Poisson mixture model names.

-- D --

DebTrivedi

Counting Data: DebTrivedi

-- E --

Extract

Extract parts of a MixAll S4 class

-- G --

geyser

Quantitative data: Old Faithful Geyser

-- H --

HeartDisease	Mixed data : Cleveland Heart Disease Data
HeartDisease.cat	Mixed data : Cleveland Heart Disease Data
HeartDisease.cont	Mixed data : Cleveland Heart Disease Data
HeartDisease.target	Mixed data : Cleveland Heart Disease Data

-- I --

IClusterComponent	Definition of the ['IClusterComponent'] class
IClusterComponent-class	Definition of the ['IClusterComponent'] class
IClusterModel	Interface base Class ['IClusterModel'] for Cluster models.
IClusterModel-class	Interface base Class ['IClusterModel'] for Cluster models.
IClusterPredict	Interface class ['IClusterPredict'] for predicting
IClusterPredict-class	Interface class ['IClusterPredict'] for predicting

-- K --

kmm	Create an instance of the ['KmmModel'] class
KmmComponent	Definition of the ['KmmComponent'] class
KmmComponent-class	Definition of the ['KmmComponent'] class
kmmMixedData	Create an instance of the ['KmmMixedDataModel'] class
KmmMixedDataModel	Definition of the ['KmmMixedDataModel'] class
KmmMixedDataModel-class	Definition of the ['KmmMixedDataModel'] class
KmmModel	Definition of the ['KmmModel'] class
KmmModel-class	Definition of the ['KmmModel'] class
kmmNames	Create a vector of Kernel mixture model (KMM) names.
kmmStrategy	Create an instance of ['ClusterStrategy'] class
kmmValidKernelNames	Create a vector of Kernel mixture model (KMM) names.
kmmValidModelNames	Create a vector of Kernel mixture model (KMM) names.

-- L --

LearnAlgo	['LearnAlgo'] class for Cluster algorithms.
learnAlgo	Create an instance of the ['LearnAlgo'] class
LearnAlgo-class	['LearnAlgo'] class for Cluster algorithms.
learnCategorical	Create an instance of a learn mixture model
learnDiagGaussian	Create an instance of a learn mixture model
learnGamma	Create an instance of a learn mixture model
learnMixedData	This function learn the optimal mixture model when the class labels are known according to the 'criterion' among the list of model given in 'models'.
learnPoisson	Create an instance of a learn mixture model

-- M --

missingValues	Return the missing values of a component or a cluster class.
missingValues-method	Return the missing values of a component or a cluster class.
MixAll	MixAll Allows to estimate parametric mixture models with mixed data sets and missing data.

-- P --

plot-ClusterCategorical	Plotting of a class ['ClusterCategorical']
plot-ClusterDiagGaussian	Plotting of a class ['ClusterDiagGaussian']
plot-ClusterGamma,	Plotting of a class ['ClusterGamma']
plot-ClusterMixedDataModel	Plotting of a class ['ClusterMixedDataModel']
plot-ClusterPoisson,	Plotting of a class ['ClusterPoisson']
plot-KmmComponent	Plotting of a class ['KmmComponent']
plot-KmmMixedDataModel	Plotting of a class ['KmmMixedDataModel']
plot-KmmModel	Plotting of a class ['KmmModel']
plot-method	Plotting of a class ['ClusterCategorical']
plot-method	Plotting of a class ['ClusterDiagGaussian']
plot-method	Plotting of a class ['ClusterGamma']
plot-method	Plotting of a class ['ClusterMixedDataModel']
plot-method	Plotting of a class ['ClusterPoisson']
plot-method	Plotting of a class ['KmmComponent']
plot-method	Plotting of a class ['KmmMixedDataModel']
plot-method	Plotting of a class ['KmmModel']
print	Print a MixAll S4 class to standard output.
print-algo-method	Print a MixAll S4 class to standard output.
print-init-method	Print a MixAll S4 class to standard output.
print-method	Print a MixAll S4 class to standard output.
print-strategy-method	Print a MixAll S4 class to standard output.

-- S --

show	Show description of a MixAll S4 class to standard output.
show-algo-method	Show description of a MixAll S4 class to standard output.
show-ClusterCategorical-method	Show description of a MixAll S4 class to standard output.
show-ClusterCategoricalComponent-method	Show description of a MixAll S4 class to standard output.
show-ClusterDiagGaussian-method	Show description of a MixAll S4 class to standard output.
show-ClusterDiagGaussianComponent-method	Show description of a MixAll S4 class to standard output.
show-ClusterGamma-method	Show description of a MixAll S4 class to standard output.
show-ClusterGammaComponent-method	Show description of a MixAll S4 class to standard output.
show-ClusterMixedDataModel-method	Show description of a MixAll S4 class to standard output.
show-ClusterPoisson-method	Show description of a MixAll S4 class to standard output.
show-ClusterPoissonComponent-method	Show description of a MixAll S4 class to standard output.
show-IClusterComponent-method	Show description of a MixAll S4 class to standard output.
show-init-method	Show description of a MixAll S4 class to standard output.
show-KmmComponent-method	Show description of a MixAll S4 class to standard output.
show-KmmMixedDataModel-method	Show description of a MixAll S4 class to standard output.
show-KmmModel-method	Show description of a MixAll S4 class to standard output.
show-method	Show description of a MixAll S4 class to standard output.
show-strategy-method	Show description of a MixAll S4 class to standard output.
summary	Produce summary of a MixAll S4 class.
summary-ClusterCategoricalComponent-method	Produce summary of a MixAll S4 class.
summary-method	Produce summary of a MixAll S4 class.

-- misc --

[	Extract parts of a MixAll S4 class
[-method	Extract parts of a MixAll S4 class
[<--method	Extract parts of a MixAll S4 class