Description Usage Arguments Value References Examples
This function allows to run the RPEClu algorithm.
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x 
A numeric highdimensional matrix where rows correspond to observations and columns correspond to variables. 
true.cl 
A vector containing the true cluster membership. If supplied, the Adjusted Rand Index (ARI) of the predicted clustering is also returned. By default is set to NULL. 
g 
The number of clusters. 
d 
The dimension of the projected space. If is 
c 
The constant which governs the dimension of the projected space if d is not provided. The default is set to 10. 
B 
The number of generated projections; the default is 1000. 
B.star 
The number of base models to retain in the final ensemble; the default is 100. 
modelNames 
A vector of character strings indicating the models to be fitted in the EM phase of the GMM. The help file for Mclust describes the available options. 
diagonal 
A logical value indicating whether the conditional covariate matrix has a restricted form, i.e. it is diagonal. The default is FALSE. 
ensmethod 
A character string specifying the method for computing the clustering consensus. See the cl_consensus help file for available options. The default is 
seed 
A single value indicating the initializing seed for random generations. 
verb 
A logical controlling if the progress number of projections is displayed during the fitting procedure. By default is 
The output components are as follows:

A list including:

individual 
A list including:

Anderlucci, Fortunato, Montanari (2019) <arXiv:1909.10832>
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