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A Data-overlap-partitioning-based Parallel DBSCAN Algorithm
基于数据交叠分区的并行DBSCAN算法

Keywords: Massive Database,Clustering,Data-overlap-partition,DBSCAN Algorithm,Parallel Computing
大规模数据库
,聚类,数据交叠分区,DBSCAN算法,并行计算

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Abstract:

As an outstanding representative of clustering algorithms,DBSCAN algorithm show good performance in spatial data clustering.However,for large spatial databases,original DBSCAN requires large volume of memory support and could incur substantial I/O costs.With the rapid development of high performance computer,especially appearance of the cluster computers give a means to overcome the defect of original DBSCAN algorithm.Experimental results show that the new algorithm is superior to the original DBSCAN in efficiency.

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