南方科技大学知识苑(SUSTech KC): A Semantically-Based Big Data Processing System Using Hadoop and Map-Reduce

题名	A Semantically-Based Big Data Processing System Using Hadoop and Map-Reduce
作者	Wang Wanting 1; Qin Zheng1,2 ; Baranauskas, MCC ; Liu, K ; Sun, L ; Neris, VPD ; Bonacin, R ; Nakata, K
通讯作者	Wang Wanting
DOI	10.1007/978-3-319-42102-5
发表日期	2016
ISSN	1868-4238
会议录名称	SOCIALLY AWARE ORGANISATIONS AND TECHNOLOGIES: IMPACT AND CHALLENGES
卷号	477
页码	246-247
会议地点	Campinas, Brazil
出版地	GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND
出版者	SPRINGER INT PUBLISHING AG
摘要	In financial industry, a wide range of financial systems generate vast amount of data in different structures, which change with compliance rules change and hard to manage due to their heterogeneity. This paper introduces a semantically-based big data processing system to integrate the data from different sources, which realizes the query and computation in semantic layer. The system provides a new data management way for the financial industry. With Semantic Web, the information can be managed, integrated, and collaborated in a more fluent way than it in traditional ETL. In order to clear the complex logical relationship among data, the system uses SPARQL to query. Through Map-Reduce, this system, based on Hadoop and Hbase can improve the processing speed for big data.
关键词	Big data Semantics Data integration Distributed computation
学校署名	其他
语种	英语
相关链接	[来源记录]
收录类别	CPCI-S ; ISSHP ; CPCI-SSH ; EI
资助项目	Ministry of Education, Youth and Science[13YJC630149]
WOS研究方向	Computer Science ; Social Sciences - Other Topics
WOS类目	Computer Science, Information Systems ; Social Sciences, Interdisciplinary
WOS记录号	WOS:000389589900031
EI入藏号	20163102661378
EI主题词	Data integration ; Finance ; Information management ; Search engines ; Semantics ; Semiotics
EI分类号	Computer Software, Data Handling and Applications:723 ; Data Processing and Image Processing:723.2
来源库	Web of Science
引用统计	被引频次[WOS]：1
成果类型	会议论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/24927
专题	南方科技大学商学院_信息系统与管理工程系
作者单位	1.Shanghai Univ Finance & Econ, Sch Informat Management & Engn, Shanghai, Peoples R China 2.South Univ Sci & Technol China, Shenzhen, Peoples R China
推荐引用方式 GB/T 7714	Wang Wanting,Qin Zheng,Baranauskas, MCC,et al. A Semantically-Based Big Data Processing System Using Hadoop and Map-Reduce[C]. GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND:SPRINGER INT PUBLISHING AG,2016:246-247.