Clustering Perturbation Stability Analysis


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Documentation for package ‘easystab’ version 1.0

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easystab-package Clustering stability analysis using Bayesian perturbations.
easystab Clustering stability analysis using Bayesian perturbations.
from.hclust Adapts the output of 'hclust' for input into 'perturbationStability'.
from.kmeans Adapts a single clustering, or list of clusterings, from 'kmeans' to one usable by 'perturbationStability'.
getOptTheta Calculates the optimal prior parameter
make2dStabilityImage Creates an image of the relative regions of stability for a 2d clustering.
perturbationStability Calculate clustering perturbation stability.
plot.StabilityCollection Plot the stability scores produced by perturbationStability as a sequence of box plots.
plot.StabilityReport Display the stability of a clustering as a heat map plot.
print.StabilityCollection Print a brief summary of the stability of a clustering collection.
print.StabilityReport Print a brief summary of the stability of an undividual clustering under perturbation.
summary.StabilityCollection Print a detaild summary of the stability of a clustering collection.
summary.StabilityReport Print a summary of the stability of an undividual clustering under perturbation.