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Currently, it's hard to select an inductive clustering methods, i.e. one with a predict method like AffinityPropagation. Counter examples are transductive methods like DBSCAN, which can't be applied to new, unseen data.
While the terms inductive and transductive are explained in the glossary, it would be nice to have that info in the table in the user guide here.