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Status and Progress of research in recent years clustering algorithm summarized on e hand, in recent years raised more representative of the clustering algorithm, the algorithm thinking, key technology and other aspects of the study outlines the advantages and disadvantages on the other hand some typical clustering algorithms and some well-known data sets, mainly for simulation accuracy and efficiency two aspects, respectively, on the same kind of clustering algorithm, different data sets and data set with a different poly Comparative analysis of clustering algorithms is the class situation. Finally, clustering analysis by combining the above two information hotspot, difficulties, shortcomings and problems to be solved. above work for cluster analysis and data mining research provide useful reference.