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	Availability/network-aware mapreduce over the internet
	Tang, Bing1; Tang, Mingdong1; Fedak, Gilles2; He, Haiwu3
刊名	Information sciences
	2017-02-10
卷号	379页码:94-111
关键词	Mapreduce Volunteer computing Availability prediction Network distance estimation Naive bayes classifier
ISSN号	0020-0255
DOI	10.1016/j.ins.2016.09.030
通讯作者	Tang, bing(b.tang@qq.com) ; He, haiwu(haiwuhe@cstnet.cn)
英文摘要	Mapreduce offers an ease-of-use programming paradigm for processing large datasets. in our previous work, we have designed a mapreduce framework called bitdew-mapreduce for desktop grid and volunteer computing environment, that allows nonexpert users to run data-intensive mapreduce jobs on top of volunteer resources over the internet. however, network distance and resource availability have great impact on mapreduce applications running over the internet. to address this, an availability and network-aware mapreduce framework over the internet is proposed. simulation results show that the mapreduce job response time could be decreased by 40.05%, thanks to weighted naive bayes classifier based availability prediction and landmark-based network estimation. the effectiveness of the new mapreduce framework is further proved by performance evaluation in a real distributed environment. (c) 2016 elsevier inc. all rights reserved.
WOS关键词	DISTANCE ESTIMATION SERVICE ; LARGE-SCALE ; SYSTEMS ; INFRASTRUCTURES ; MANAGEMENT ; CLUSTERS
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems
语种	英语
出版者	ELSEVIER SCIENCE INC
WOS记录号	WOS:000389105500007
内容类型	期刊论文
URI标识	http://www.corc.org.cn/handle/1471x/2374197
专题	计算机网络信息中心
通讯作者	Tang, Bing; He, Haiwu
作者单位	1.Hunan Univ Sci & Technol, Sch Comp Sci & Engn, Xiangtan 411201, Peoples R China 2.Univ Lyon, UCB Lyon 5668, LIP Lab, UMR CNRS,ENS Lyon,INRIA, F-69364 Lyon 07, France 3.Chinese Acad Sci, Comp Network Informat Ctr, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Tang, Bing,Tang, Mingdong,Fedak, Gilles,et al. Availability/network-aware mapreduce over the internet[J]. Information sciences,2017,379:94-111.
APA	Tang, Bing,Tang, Mingdong,Fedak, Gilles,&He, Haiwu.(2017).Availability/network-aware mapreduce over the internet.Information sciences,379,94-111.
MLA	Tang, Bing,et al."Availability/network-aware mapreduce over the internet".Information sciences 379(2017):94-111.

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