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A Cloud Computing Platform for Data Analysis based on R Cluster
Tong YM(仝义明); Zheng ZY(郑泽宇); Fu DZ(付殿峥); Fu Y(傅洋); Li S(李帅)
作者部门数字工厂研究室
会议名称2016 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2016
会议日期October 13-15, 2016
会议地点Chengdu, China
会议录名称2016 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2016
出版者IEEE
出版地New York
2016
页码243-248
收录类别EI ; CPCI(ISTP)
EI收录号20171303491920
WOS记录号WOS:000401467600044
产权排序1
ISBN号978-1-5090-5154-0
关键词Cloud Computing Platform Data Analysis Resource Virtualization r
摘要Translation of Data analysis algorithms from data analysis language to high-level programming language is hard work when we construct a cloud computing platform for data analysis. It adds implementation difficulty and maintenance cost of constructing the platform. This paper suggests a new method to use the popular data analysis language R directly on constructing a cloud computing platform. By using resource virtualization techniques, computing resource environment is virtualized into R cluster based on given configurations. By allocating different R machines from R cluster to specified data analysis service, we solve the problem that data analysis algorithms implemented in R should be run in single-user mode only and cannot be customized. After verification, this method simplifies the work of translating data analysis algorithms and speeds up the process of constructing a cloud computing platform for data analysis.
语种英语
引用统计
文献类型会议论文
条目标识符http://ir.sia.cn/handle/173321/19485
专题数字工厂研究室
通讯作者Tong YM(仝义明)
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, 110016, China
2.Key Laboratory of Network Control System, Chinese Academy of Sciences, Shenyang, 110016, China
推荐引用方式
GB/T 7714
Tong YM,Zheng ZY,Fu DZ,et al. A Cloud Computing Platform for Data Analysis based on R Cluster[C]. New York:IEEE,2016:243-248.
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