Bisecting K-Modes initializes K-Modes clustering via hierarchical splitting and shows promising speed and quality on large categorical datasets, but the experimental validation is limited.
A new initialization method for categorical data clustering
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Fast Clustering of Categorical Big Data
Bisecting K-Modes initializes K-Modes clustering via hierarchical splitting and shows promising speed and quality on large categorical datasets, but the experimental validation is limited.