Abstract: This paper presents a novel method to extract classification rules based on the importance of attributes and partition technology after investigating current algorithms in classification problems. First it will select one attribute according to the importance, and then will construct the partition of information system with respect to the selected attribute and decision ones. After describing all blocks of the partitions, this method will simplify the description and extract rules from the reduced description.