期刊文献+

集群环境下的并行聚类算法的通信策略 被引量:2

Communication Scheme of Parallel Clustering Algorithm for PCs Cluster
下载PDF
导出
摘要 文章通过理论分析,认为可以根据并行聚类算法的时间特性来决定采用何种通信策略。对具有线性时间特性的聚类算法,可以选择同步通信方式。对具有收敛性时间特性的聚类算法,应该选择异步通信。并且通过试验,表明采用异步通信可以获得较好的性能。 This paper analyzes theoretically that the communication scheme can be chosen according to the time-character of clustering algorithm. If the algorithm has a linear time-character, the synchronous communication scheme could be adopted. If the algorithm has a convergent time-character, the asynchronous communication scheme should be chosen. And with experiments, this paper shows that the asynchronous communication scheme is better.
出处 《计算机工程》 CAS CSCD 北大核心 2004年第7期20-21,75,共3页 Computer Engineering
基金 国家自然科学基金资助项目(60173058)
关键词 数据挖掘 聚类 并行计算 同步通信 异步通信 集群 Data mining Clustering Parallel computing Synchronous communication Asynchronous communication PCs cluster
  • 相关文献

参考文献6

  • 1[1]Warschko T M, Blum J M, Tichy W F. ParaStation: Efficient Parallel Computing by Clustering Workstations: Design and Evaluation. Journal of Systems Architecture, 1998, (44): 241-260
  • 2[2]Tian Zhang, Ramakrishnan R, Livny M. BIRCH: An Efficient Data Clustering Method for Very Large Databases. ACM 0-89791 -794-4/96/0006, 1996
  • 3[3]Atiquzzaman M, Srimani P K. Parallel Computing on Clusters of Workstations. Guest Editorial, Parallel Computing, 2000, (26): 175-177
  • 4[4]Cappello F, Richard O, Etiemble D. Understanding Performance of SMP Clusters Running MPI Programs. Future Generation Computer System, 2001, (17): 711-720
  • 5[5]Gottlieb S. Comparing Clusters and Supereomputers for Lattice QCD.Nuclear Physics (Proc. Suppl.), 2001, (94): 833-840
  • 6[6]Skillicon D. Strategies for Parallel Data Mining. IEEE, 1999

同被引文献10

引证文献2

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部