Simultaneous Processing of Multi-Skyline Queries with MapReduce

被引:2
作者
Kim, Junsu [1 ]
Lee, Kyong-Ha [2 ]
Kim, Myoung-Ho [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Daejeon, South Korea
[2] KISTI, Daejeon, South Korea
来源
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | 2017年 / E100D卷 / 07期
关键词
multi-query processing; skyline query; MapReduce framework;
D O I
10.1587/transinf.2017EDL8015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With rapid increase of the number of applications as well as the sizes of data, multi-query processing on the MapReduce framework has gained much attention. Meanwhile, there have been much interest in skyline query processing due to its power of multi-criteria decision making and analysis. Recently, there have been attempts to optimize multi-query processing in MapReduce. However, they are not appropriate to process multiple skyline queries efficiently and they also require modifications of the Hadoop internals. In this paper, we propose an efficient method for processing multi-skyline queries with MapReduce without any modification of the Hadoop internals. Through various experiments, we show that our approach outperforms previous studies by orders of magnitude.
引用
收藏
页码:1516 / 1520
页数:5
相关论文
共 7 条
  • [1] CHAUDHURI S, 2006, P INT C DAT ENG ICDE, P64
  • [2] MapReduce Skyline Query Processing with A New Angular Partitioning Approach
    Chen, Liang
    Hwang, Kai
    Wu, Jian
    [J]. 2012 IEEE 26TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS & PHD FORUM (IPDPSW), 2012, : 2262 - 2270
  • [3] Mullesgaard Kasper., 2014, Proceedings of the 17th International Conference on Extending Database Technology, EDBT 2014, Athens, Greece, March 24-28, 2014, P37
  • [4] MRShare: Sharing Across Multiple Queries in MapReduce
    Nykiel, Tomasz
    Potamias, Michalis
    Mishra, Chaitanya
    Kollios, George
    Koudas, Nick
    [J]. PROCEEDINGS OF THE VLDB ENDOWMENT, 2010, 3 (01): : 494 - 505
  • [5] Multi-Query Optimization in MapReduce Framework
    Wang, Guoping
    Chan, Chee-Yong
    [J]. PROCEEDINGS OF THE VLDB ENDOWMENT, 2013, 7 (03): : 145 - 156
  • [6] Zhang BL, 2011, LECT NOTES COMPUT SC, V6637, P403
  • [7] Efficient Parallel Skyline Evaluation Using MapReduce
    Zhang, Ji
    Jiang, Xunfei
    Ku, Wei-Shinn
    Qin, Xiao
    [J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2016, 27 (07) : 1996 - 2009