In recent years, research on data mining is widely concerned. A challenging problem is how to reduce the overall computation time of the mining algorithms association rules. In this paper, we propose fuzzy data compression
method based on FP-Tree structure to find the frequent item sets. With this method, we use the hedge algebras for the fuzzy attributes to be defuzzicated. Experiment shows that this approach gives better results than a number of
methods proposed previously