? Survey of Large-Scale Data Management Systems for Big Data Applications
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Journal of Computer Science and Technology 2015, Vol. 30 Issue (1) :163-183    DOI: 10.1007/s11390-015-1511-8
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Survey of Large-Scale Data Management Systems for Big Data Applications
Lengdong Wu(吴冷冬), Liyan Yuan(袁立言), Jiahuai You(犹嘉槐)
Department of Computing Science, University of Alberta, Edmonton, Alberta T6G2E8, Canada

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Abstract Today, data is flowing into various organizations at an unprecedented scale. The ability to scale out for processing an enhanced workload has become an important factor for the proliferation and popularization of database systems. Big data applications demand and consequently lead to the developments of diverse large-scale data management systems in different organizations, ranging from traditional database vendors to new emerging Internet-based enterprises. In this survey, we investigate, characterize, and analyze the large-scale data management systems in depth and develop comprehensive taxonomies for various critical aspects covering the data model, the system architecture, and the consistency model. We map the prevailing highly scalable data management systems to the proposed taxonomies, not only to classify the common techniques but also to provide a basis for analyzing current system scalability limitations. To overcome these limitations, we predicate and highlight the possible principles that future efforts need to be undertaken for the next generation large-scale data management systems.
Articles by authors
Lengdong Wu
Liyan Yuan
Jiahuai You
Keywordsdata model   system architecture   consistency model   scalability     
Received 2014-05-26;
Fund:

The work was partially supported by the Natural Sciences and Engineering Research Council of Canada (NSERC) under Grant No. RES0001375, and Shanghai Shifang Company under Grant No. RES0012485.

About author: Lengdong Wu obtained his B.S. and M.S. degrees in computer science from Peking University in 2006 and 2009 respectively. He is currently a Ph.D. candidate in the Department of Computing Science at University of Alberta, Edmonton. His research interests include highly scalable database architecture, concurrency control protocol, data consistency and replication, and privacy preservation for data publishing.
Cite this article:   
Lengdong Wu, Liyan Yuan, Jiahuai You.Survey of Large-Scale Data Management Systems for Big Data Applications[J]  Journal of Computer Science and Technology, 2015,V30(1): 163-183
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http://jcst.ict.ac.cn:8080/jcst/EN/10.1007/s11390-015-1511-8
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