A Cloud Computing Platform for Data Analysis based on R Cluster
文献类型:会议论文
作者 | Tong YM(仝义明)![]() ![]() ![]() ![]() ![]() |
出版日期 | 2016 |
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 |
关键词 | cloud computing platform data analysis resource virtualization R |
页码 | 243-248 |
通讯作者 | 仝义明 |
中文摘要 | 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. |
收录类别 | EI |
产权排序 | 1 |
会议录 | 2016 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2016
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会议录出版者 | IEEE |
会议录出版地 | New York |
语种 | 英语 |
ISBN号 | 978-1-5090-5154-0 |
源URL | [http://ir.sia.cn/handle/173321/19485] ![]() |
专题 | 沈阳自动化研究所_数字工厂研究室 |
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]. 见:2016 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2016. Chengdu, China. October 13-15, 2016. |
入库方式: OAI收割
来源:沈阳自动化研究所
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