Clustering and Classification using Model-Based Mixture Models
Plotting of a class [ClusterGamma]
Plotting of a class [ClusterMixedDataModel]
Plotting of a class [ClusterPoisson]
Plotting of a class [KmmComponent]
[ClusterAlgo] class for Cluster algorithms.
Create an instance of the [ClusterAlgo] class
[ClusterAlgoPredict] class for predict algorithm.
Create an instance of the [ClusterAlgoPredict] class
Definition of the [ClusterCategorical] class
Create an instance of the [ClusterCategorical] class
Definition of the [ClusterCategoricalComponent] class
Create a vector of Categorical mixture model names.
Definition of the [ClusterDiagGaussian] class
Create an instance of the [ClusterDiagGaussian] class
Definition of the [ClusterDiagGaussianComponent] class
Create a vector of diagonal Gaussian mixture model names.
Definition of the [ClusterGamma] class
Create an instance of the [ClusterGamma] class
Definition of the [ClusterGammaComponent] class
Create a vector of gamma mixture model names.
Constructor of the [ClusterInit] class
Definition of the [KmmComponent] class
Create an instance of [ClusterInit] class
Create an instance of the [ClusterMixedDataModel] class
Definition of the [ClusterMixedDataModel] class
Interface base Class [IClusterModel] for Cluster models.
Definition of the [ClusterPoisson] class
MixAll Allows to estimate parametric mixture models with mixed data se...
Create an instance of the [ClusterPoisson] class
Create a vector of Poisson mixture model names.
Class [ClusterPredict] for predicting
Create an instance of [ClusterPredict] class
Class [ClusterPredictMixedData] for predicting
Constructor of [ClusterStrategy] class
A strategy is a multistage empirical process for finding a good estima...
Extract parts of a MixAll S4 class
Mixed data : Cleveland Heart Disease Data
Definition of the [IClusterComponent] class
Interface class [IClusterPredict] for predicting
Initialize an instance of a MixAll S4 class.
Create an instance of the [KmmModel] class
Plotting of a class [ClusterCategorical]
Create an instance of the [KmmMixedDataModel] class
Definition of the [KmmMixedDataModel] class
Definition of the [KmmModel] class
Create a vector of Kernel mixture model (KMM) names.
Create an instance of [ClusterStrategy] class
[LearnAlgo] class for Cluster algorithms.
Plotting of a class [ClusterDiagGaussian]
Create an instance of the [LearnAlgo] class
Create an instance of a learn mixture model
This function learn the optimal mixture model when the class labels ar...
Return the missing values of a component or a cluster class.
Plotting of a class [KmmMixedDataModel]
Plotting of a class [KmmModel]
Print a MixAll S4 class to standard output.
Show description of a MixAll S4 class to standard output.
Produce summary of a MixAll S4 class.
Algorithms and methods for model-based clustering and classification. It supports various types of data: continuous, categorical and counting and can handle mixed data of these types. It can fit Gaussian (with diagonal covariance structure), gamma, categorical and Poisson models. The algorithms also support missing values.