An unsuperised classifier creates classification using unupervised learning, that is where the classes are not specified befpre hand. This is often acheived using an {{unsupervised clutsering} algorithm and then either asking a human to label the resulting clusters, or creating arbitrary cluster identifiers.
Used on Chap. 14: page 338