Abstract In data clustering, many approaches have been proposed. For example, K-means method and hierarchical method. A problem is in effect by initial value and criterion to combine cluster. In this investigation, we propose a method using F-value by regression analysis as criterion to combine cluster. We show that data with a local trend can be classified. Key words Data Mining, Multivariate analysis