Abstract: In order to make all the association rule algorithms be used for bi-clustering, the bi-cluster problem has been translated into the problem of finding frequent sets in the association rule.With the advent of many algorithms for bi-clustering, the author's technique not only can obtain the bi-clusters, but also can get extra information associated with the bi-cluster.Experimental results on gene expression data show the effectiveness of the strategy.