The goal of precision mechanisms in the IR systems is to discover commonalities [23,26] among distinct subsets of document. The accuracy of relevancy rating for the appropriateness of a document has been increased in some of the current search engines by coupling the methodologies of their IR systems with KDD. The improved relevance feedback determined the fitness measure of the requester's database query by computing the degree of fitness between the precision and recall of relevant documents.