Abstract: The problem of dealing with imperfect information in knowledge discovery is studied in this paper. Efforts have been made to find the set of values which the attributes with incomplete values may take and to determine whether the attributes are of strong effect or correlated with others, resulting in a satisfactory solution to such a problem.