The amount of data being collected in databases today far exceeds our ability to reduce and analyze data without the use of automated analysis techniques. Many scientific and transactional business databases grow at a phenomenal rate. A single system, the astronomical survey application SCICAT, is expected to exceed three terabytes of data at completion [4]. Knowledge discovery in databases (KDD) is the field that is evolving to provide automated analysis solutions.