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作者:

Xiao, Shengchen (Xiao, Shengchen.) | Yang, Shengqi (Yang, Shengqi.) | He, Jian (He, Jian.) | Huang, Zhangqin (Huang, Zhangqin.) (学者:黄樟钦)

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EI Scopus

摘要:

In this paper, aiming at overcoming the shortcomings of traditional RSJ (Reduce Side Join) algorithm based on MapReduce framework model, an optimized algorithm is proposed to increase the efficiency of the RSJ by using DistributeCache. The idea of Bit-map algorithm is adopted in this algorithm. Specifically, it extracts and compresses the connection attributes of one of the tables to make a 'background' data before executing the traditional RSJ algorithm. The algorithm uses DistributeCache to spread it to various nodes. The 'background' data is able to filter out the information which is independent from the records in the table, therefore both the network communication and computation cost are decreased, which increases the efficiency of RSJ. © 2016 IEEE.

关键词:

Big data Cloud computing Efficiency Internet of things

作者机构:

  • [ 1 ] [Xiao, Shengchen]Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Xiao, Shengchen]Beijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, Beijing; 100124, China
  • [ 3 ] [Yang, Shengqi]Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Yang, Shengqi]Beijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, Beijing; 100124, China
  • [ 5 ] [He, Jian]Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 6 ] [He, Jian]Beijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, Beijing; 100124, China
  • [ 7 ] [Huang, Zhangqin]Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing; 100124, China
  • [ 8 ] [Huang, Zhangqin]Beijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, Beijing; 100124, China

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年份: 2016

页码: 21-24

语种: 英文

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WoS核心集被引频次: 0

SCOPUS被引频次: 1

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