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FeatureImpCluster
View on CRAN: Click
here
Download and install FeatureImpCluster package within the R console
Install from CRAN:
install.packages("FeatureImpCluster")
Install from Github:
library("remotes")
install_github("cran/FeatureImpCluster") Install by package version:
library("remotes")
install_version("FeatureImpCluster", "0.1.5") Attach the package and use:
library("FeatureImpCluster")
Maintained by
Oliver Pfaffel
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[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-05-18
Latest Update: 2021-10-20
Description:
Implements a novel approach for measuring feature importance in k-means clustering. Importance of a feature is measured by the misclassification rate relative to the baseline cluster assignment due to a random permutation of feature values. An explanation of permutation feature importance in general can be found here: .
How to cite:
Oliver Pfaffel (2020). FeatureImpCluster: Feature Importance for Partitional Clustering. R package version 0.1.5, https://cran.r-project.org/web/packages/FeatureImpCluster. Accessed 31 Oct. 2026.
Previous versions and publish date:
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Complete documentation for FeatureImpCluster
Functions, R codes and Examples using
the FeatureImpCluster R package
Some associated functions: FeatureImpCluster . PermMisClassRate . create_random_data . plot .
Some associated R codes: create_random_data.R . featureimpcluster.R . permmisclassrate.R . Full FeatureImpCluster package functions and examples
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