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云平台下大型矩阵乘法运算处理方案设计 被引量：3

Large Matrix Multiplication Processing Program Design of Cloud Platform
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摘要 本文在开源云计算平台Hadoop的基础上利用MapReduce和HDFS,针对大型矩阵相乘,并结合个人实际水平进行简单的开发应用。通过开发和研究,进一步探讨云计算关键技术MapReduce对于海量数据处理的意义。 Based on open source cloud computing platform for Hadoop, and by the use of MapReduce and HDFS, according to the large matrix multiplication and combined with the development application, this paper fur- ther explores the significance of cloud computing technology MapReduce for the processing of large amounts of data.
作者 曾大军
机构地区 吉安师范学校
出处 《科技广场》 2012年第5期42-44,共3页 Science Mosaic
关键词 云计算 HADOOP MAPREDUCE Cloud Computing Hadoop MapReduce
分类号 TP311 [自动化与计算机技术—计算机软件与理论]
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参考文献2

  • 1AnthonyT.Velte著.周庆辉,等译.云计算实践指南[M].北京:机械工业出版社,2010.
  • 2Dean,Jeffrey & Ghemawat, Sanjay."MapRe- duce: Simplified Data Processing on Large Clusters" [J].Volume 51 Issue 1, January, 2008.

同被引文献21

  • 1CANNON L E.A cellular computer implement the Kalman filter algorithm[D].Bozeman:Montana State University engineering researchlabs,1969.
  • 2FOX G C,OTTO S W,HEY A J G.Matrix algorithm on a hypercube Ⅰ:matrix multiplication[J].Parallel computing,1987,4(1):17-31.
  • 3DEKEL E,NASSIMI D,SAHNI S.Parallel matrix and graph algorithms[J].SIAM J on Comput,1981,10(4):657-675.
  • 4HUANG B,WU Y.Matrix multiplication in MapReduce[EB/OL].[2013-02-19].https://www.s.duke.edu/courses/cps216/current/Project/Project/projects/Matrix_ Multiply/proj _report.pdf.
  • 5NORSTAD J.A MapReduce algorithm for matrix multiplication[EB/OL].[2013-02-19].http://www.norstad.org/matrix-multiply/index.html.
  • 6SEO S,YOON E J,KIM J,et al.HAMA:an efficient matrix computation with the MapReduce framework[C]// IEEE.proceedings of the 2010 IEEE Second International Conference on Cloud Computing Technology and Science (CLOUDCOM'10).Washington:IEEE Computer Society,2010:721-726.
  • 7MYUNG J,LEE S G.Matrix chain multiplication via multi-way join algorithms in MapReduce[C]//ACM.proceedings of the 6th International Conference on Ubiquitous Information and Communication (ICUIMC'12).Malaysia New York:ACM,2012:53-53.
  • 8RAJARAMAN A,ULLMAN J D.Mining of massive datasets[M].Cambridge:Cambridge University Press,2011.
  • 9SUN Z G,LI T,RISHE N.Large-scale matrix factorization using MapReduce[C]// IEEE.proceedings of the IEEE International Conference on Data Mining Workshops (ICDMW 2010).Washington:IEEE Computer Society,2010:1242-1248.
  • 10MILLER J.Matrix products by partitioning-block multiplication of matrices[EB/OL].[2013-2-19].http://www.solitaryroad.com/c158.html.

引证文献3

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科技广场
2012年 第5期

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