Efficient Batch Processing of Proximity Queries with MapReduce

被引:0
|
作者
Nam, GiWoong [1 ]
Kim, DongEun [1 ]
Lee, JongHyeok [1 ]
Youn, Hee Yong [1 ]
Kim, Ung-Mo [1 ]
机构
[1] Sungkyunkwan Univ, Coll Informat & Commun Engn, Suwon, South Korea
关键词
Location Based Services; MapReduce; Geographic information systems;
D O I
10.1145/2701126.2701184
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper addresses the problem of efficient processing a large set of proximity monitoring queries. Many location-based applications are enabled by handling many moving queries over mobile objects. Efficient processing of such queries mainly relies on effective probing because it needs a huge amount of distance-based comparison. To reduce processing time, we propose a new search algorithm that utilizes MapReduce. We introduce a concept of processing categorization and the MapReduce-based query processing algorithm. Through simulations, we demonstrate the efficiency of the proposed method for a wide range of location-based applications.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] An Efficient Batch Similarity Processing with MapReduce
    Trong Nhan Phan
    Tran Khanh Dang
    FUTURE DATA AND SECURITY ENGINEERING, FDSE 2018, 2018, 11251 : 158 - 171
  • [2] Efficient Processing of Skyline Queries Using MapReduce
    Park, Yoonjae
    Min, Jun-Ki
    Shim, Kyuseok
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2017, 29 (05) : 1031 - 1044
  • [3] An efficient parallel processing method for skyline queries in MapReduce
    Junsu Kim
    Myoung Ho Kim
    The Journal of Supercomputing, 2018, 74 : 886 - 935
  • [4] An efficient parallel processing method for skyline queries in MapReduce
    Kim, Junsu
    Kim, Myoung Ho
    JOURNAL OF SUPERCOMPUTING, 2018, 74 (02): : 886 - 935
  • [5] A Lightweight Indexing Approach for Efficient Batch Similarity Processing with MapReduce
    Phan T.N.
    Dang T.K.
    SN Computer Science, 2020, 1 (1)
  • [6] Efficient Processing of Network Proximity Queries via Chebyshev Acceleration
    Coskun, Mustafa
    Grama, Ananth
    Koyuturk, Mehmet
    KDD'16: PROCEEDINGS OF THE 22ND ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2016, : 1515 - 1524
  • [7] Efficient Batch Processing of Shortest Path Queries in Road Networks
    Zhang, Mengxuan
    Li, Lei
    Hua, Wen
    Zhou, Xiaofang
    2019 20TH INTERNATIONAL CONFERENCE ON MOBILE DATA MANAGEMENT (MDM 2019), 2019, : 100 - 105
  • [8] Efficient Batch Processing for Multiple Keyword Queries on Graph Data
    Chen, Lu
    Liu, Chengfei
    Yang, Xiaochun
    Wang, Bin
    Li, Jianxin
    Zhou, Rui
    CIKM'16: PROCEEDINGS OF THE 2016 ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, 2016, : 1261 - 1270
  • [9] MapReduce Algorithms For Processing Universal Quantifier Queries
    Habib, Wafaa M. A.
    Mokhtar, Hoda M. O.
    El-Sharkawi, Mohamed E.
    2014 IEEE 7TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD), 2014, : 578 - 585
  • [10] Processing of Probabilistic Skyline Queries Using MapReduce
    Park, Yoonjae
    Min, Jun-Ki
    Shim, Kyuseok
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2015, 8 (12): : 1406 - 1417