Attribute oriented induction with star schema

This paper will propose a novel star schema attribute induction as a new attributeinduction paradigm and as improving from current attribute oriented induction. A novelstar schema attribute induction will be examined with current attribute oriented inductionbased on characteristic rule and using non rule based concept hierarchy by implementingboth of approaches. In novel star schema attribute induction some improvements havebeen implemented like elimination threshold number as maximum tuples control forgeneralization result, there is no ANY as the most general concept, replacement the roleconcept hierarchy with concept tree, simplification for the generalization strategy stepsand elimination attribute oriented induction algorithm. Novel star schema attributeinduction is more powerful than the current attribute oriented induction since can producesmall number final generalization tuples and there is no ANY in the results.