Querying Big Data: Bridging Theory and Practice

被引:7
作者
樊文飞 [1 ,2 ]
怀进鹏 [2 ,3 ]
机构
[1] School of Informatics, University of Edinburgh,Edinburgh EH AB, UK
[2] International Research Center on Big Data, Beihang University
[3] School of Computer Science and Engineering, Beihang University
关键词
big data; query answering; tractability; approximation; data quality;
D O I
暂无
中图分类号
TP391.3 [检索机];
学科分类号
081203 ; 0835 ;
摘要
Big data introduces challenges to query answering,from theory to practice.A number of questions arise.What queries are"tractable"on big data?How can we make big data"small"so that it is feasible to find exact query answers?When exact answers are beyond reach in practice,what approximation theory can help us strike a balance between the quality of approximate query answers and the costs of computing such answers?To get sensible query answers in big data,what else do we necessarily do in addition to coping with the size of the data?This position paper aims to provide an overview of recent advances in the study of querying big data.We propose approaches to tackling these challenging issues,and identify open problems for future research.
引用
收藏
页码:849 / 869
页数:21
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