External Clustering Validation by the Homogeneity-Parsimony Trade-off

Andreas Tiffeau-Mayer

Scalar metrics are often used to evaluate clusterings against known classes, but they can obscure a fundamental trade-off: clusterings should be informative about class labels whil…