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FeatureImpCluster

Feature Importance for Partitional Clustering

v0.1.5 · Oct 20, 2021 · GPL-3

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: <https://christophm.github.io/interpretable-ml-book/feature-importance.html>.

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Dependency Network

Dependencies Reverse dependencies data.table ggplot2 FeatureImpCluster

Version History

new 0.1.5 Mar 9, 2026