data mining query language, on top of which many interactive and exible graphical user
interfaces can be developed. This motivates us to design a data mining query language,
DMQL, for mining di erent kinds of knowledge in relational databases. Portions of the
proposed DMQL language have been implemented in our DBMiner system for interactive
mining of multiple-level knowledge in relational databases.