c. Max idf of matching base form: max idf of a word corresponding to a matching base.
furthermore, users could provide other kinds of feedback such as moving items between clusters, allowing for the opportunity for relevance feedback; classifier uncertainty could be surfaced to the user, and active learning approaches could be used to ask the teacher for specific labels.