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Benchmarking Big Data Systems: A Review

文献类型：期刊论文

作者Han, Rui1; John, Lizy Kurian2; Zhan, Jianfeng1
刊名IEEE TRANSACTIONS ON SERVICES COMPUTING
出版日期2018-05-01
卷号11期号:3页码:580-597
关键词Big data systems benchmarks input data workloads metrics
ISSN号1939-1374
DOI10.1109/TSC.2017.2730882
英文摘要With the fast development of big data systems in recent years, a variety of open-source benchmarks have been built to evaluate and compare the workloads on these systems, and to promote their technology improvement. However, to date no comprehensive survey has been written on this topic. This paper attempts to fill the void by presenting a review of the state-of-the-art big data benchmarking efforts. The paper first gives an overview of popular open-source benchmarks from the point of view of big data systems. It then reviews the three important aspects of benchmarking - workload generation techniques, workload input data generation techniques, and metrics used to assess systems. For each aspect, the paper divides the surveyed benchmarks into different categories and describes some representative benchmarks, rather than all benchmarks listed, in each category, following the discussion of potential research directions to motivate future work in this area.
资助项目National Natural Science Foundation of China[61502451] ; National Key Research and Development Plan of China[2016YFB1000601] ; National Key Research and Development Plan of China[2016YFB1000200]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000440871000009
出版者IEEE COMPUTER SOC
源URL[http://119.78.100.204/handle/2XEOYT63/5066]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Han, Rui
作者单位1.Chinese Acad Sci, Inst Comp Technol, Beijing 100864, Peoples R China
2.Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
推荐引用方式
GB/T 7714		 Han, Rui,John, Lizy Kurian,Zhan, Jianfeng. Benchmarking Big Data Systems: A Review[J]. IEEE TRANSACTIONS ON SERVICES COMPUTING,2018,11(3):580-597.
APA Han, Rui,John, Lizy Kurian,&Zhan, Jianfeng.(2018).Benchmarking Big Data Systems: A Review.IEEE TRANSACTIONS ON SERVICES COMPUTING,11(3),580-597.
MLA Han, Rui,et al."Benchmarking Big Data Systems: A Review".IEEE TRANSACTIONS ON SERVICES COMPUTING 11.3(2018):580-597.

入库方式： OAI收割

来源：计算技术研究所

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