When a training data set is given, continuous data can be represented with categorical values if separation boundaries in every dimension are set. After removing all dispensable attributes and merging all duplicates, a simplified decision rule base is obtained. This knowledge reduction process is actually the process of finding a reduct of the knowledge representation system constructed from the given data set.