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	Dynamic table: A layered and configurable storage structure in the cloud
	Cheng, Xu ; Meng, Biping ; Chen, Yuxin ; Zhao, Peng ; Li, Hongyan ; Wang, Tengjiao ; Yang, Dongqing
	2012
英文摘要	Big data bring us not only constantly growing data volume, dynamic and elastic storage demands, diversified data structures, but also different data features. Apart from the traditional dense data, more and more 'sparse' data emerged and account for the majority of the massive data. How to adapt to the characteristics of the sparse data without losing sight of the traits of the dense data is a challenge. To meet the differentiated storage demands and give a proper way to express the semantic of absent values, we proposed a 3-layered storage structure named 'Dynamic Table' to represent the incomplete data. Our approach deliberates on the distributed storage requirements in the cloud and aims to support a hybrid row and column layout, which allows users to mix-and-match the two kinds of physical storage formats on demand. In addition, the original semantic of absent values is divided into two parts with distinct treatments. Specifically a four-valued logic is introduced. Experiments on synthetic and real-world data sets demonstrate that our approach combines the advantages of columnar storage and the merits of row-oriented store. The distinguished semantic of absent values are necessary to describe the missing values in sparse data set. ? 2012 Springer-Verlag.; EI; 0
语种	英语
DOI标识	10.1007/978-3-642-33050-6_21
内容类型	其他
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/294678]
专题	信息科学技术学院
推荐引用方式 GB/T 7714	Cheng, Xu,Meng, Biping,Chen, Yuxin,et al. Dynamic table: A layered and configurable storage structure in the cloud. 2012-01-01.

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