Indexing Techniques of Distributed Ordered Tables: A Survey and Analysis

doi:10.1007/s11390-018-1813-8

CORC > 计算技术研究所 > 中国科学院计算技术研究所 > 中国科学院计算技术研究所期刊论文 > 英文

	Indexing Techniques of Distributed Ordered Tables: A Survey and Analysis
	Feng, Chen 1,2; Li, Chun-Dian 1,2; Li, Rui 3
刊名	JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
	2018
卷号	33 期号:1 页码:169-189
关键词	database Not Only SQL (NoSQL) range query indexing
ISSN号	1000-9000
DOI	10.1007/s11390-018-1813-8
英文摘要	Many NoSQL (Not Only SQL) databases were proposed to store and query on a huge amount of data. Some of them like BigTable, PNUTS, and HBase, can be modeled as distributed ordered tables (DOTs). Many additional indexing techniques have been presented to support queries on non-key columns for DOTs. However, there was no comprehensive analysis or comparison of these techniques, which brings troubles to users in selecting or proposing a proper indexing technique for a certain workload. This paper proposes a taxonomy based on six indexing issues to classify indexing techniques on DOTs and provides a comprehensive review of the state-of-the-art techniques. Based on the taxonomy, we propose a performance model named QSModel to estimate the query time and storage cost of these techniques and run experiments on a practical workload from Tencent to evaluate this model. The results show that the maximum error rates of the query time and storage cost are 24.2% and 9.8%, respectively. Furthermore, we propose IndexComparator, an open source project that implements representative indexing techniques. Therefore, users can select the best-fit indexing technique based on both theoretical analysis and practical experiments.
资助项目	Strategic Priority Program of Chinese Academy of Sciences[XDB02040009] ; Key Program of the National Natural Science Foundation of China[61532016] ; Key Program of Cloud Computing and Big Data of the Ministry of the Science and Technology of China[2016YFB1000200] ; Tencent Inc.
WOS研究方向	Computer Science
语种	英语
出版者	SCIENCE PRESS
WOS记录号	WOS:000423587100011
内容类型	期刊论文
源URL	[http://119.78.100.204/handle/2XEOYT63/5583]
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Feng, Chen
作者单位	1.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Tencent Inc, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Feng, Chen,Li, Chun-Dian,Li, Rui. Indexing Techniques of Distributed Ordered Tables: A Survey and Analysis[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2018,33(1):169-189.
APA	Feng, Chen,Li, Chun-Dian,&Li, Rui.(2018).Indexing Techniques of Distributed Ordered Tables: A Survey and Analysis.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,33(1),169-189.
MLA	Feng, Chen,et al."Indexing Techniques of Distributed Ordered Tables: A Survey and Analysis".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 33.1(2018):169-189.