Abstract: The microarray gene dataset is used to mine the specific biological information, and it is extremely important for the study of gene function and gene regulation mechanisms based on the clustering analysis.In the article, we propose a clustering analysis combined an improved genetic algorithm (GA), and compared with the K-means clustering.Simulation experiment shows that the algorithm can improve the clustering accuracy of the microarray data.