Cluster-Adaptive Feature Extraction and its Theoretical Foundation with Minkowski Weighted k-Means

Renato Cordeiro de Amorim, Vladimir Makarenkov

The Minkowski weighted $k$-means ($mwk$-means) algorithm extends classical $k$-means by incorporating feature weights and a Minkowski distance. We first show that the $mwk$-means o…