ClusterStability (version 1.0.4)

Assessment of Stability of Individual Objects or Clusters in Partitioning Solutions

Description

Allows one to assess the stability of individual objects, clusters and whole clustering solutions based on repeated runs of the K-means and K-medoids partitioning algorithms.

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Version

Install

install.packages('ClusterStability')

Monthly Downloads

245

Version

1.0.4

License

GPL-3

Maintainer

Etienne Lord

Last Published

March 7th, 2023

Functions in ClusterStability (1.0.4)

ClusterStability_exact

Calculates the exact stability score (ST) for individual objects in a clustering solution.

Kcombination

Kcombination returns the list of all possible combinations of a set of numbers of a given length k.

calinski_harabasz_score

This function returns the Calinski Harabasz score.

Reorder

This function returns the ordering of a partitioning solution in ascending order.

davies_bouldin_score

This function returns the Davies Bouldin score.

Stirling2nd

Stirling2nd function computes the Stirling numbers of the second kind.

ClusterStability-package

Assessment of the stability of individual objects, clusters and a whole clustering solution based on repeated runs of a clustering algorithm.

ClusterStability

Calculates the approximate stability score (ST) of individual objects in a clustering solution (the approximate version allowing one to avoid possible variable overflow errors).

dunn_score

This function returns the Dunn_score.

Undocumented functions