An unsupervised classifier creates a classification using unsupervised learning, that is where the classes are not specified beforehand. This is often acheived using an unsupervised clustering algorithm and then either asking a human to label the resulting clusters, or creating arbitrary cluster identifiers.
Used in Chap. 14: page 218
Used in glossary entries: unsupervised clustering, unsupervised learning