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An Efficient Top-K Query Processing Method for Location Based Services

Published: 25 August 2017 Publication History

Abstract

Continuous monitoring of spatial queries has received significant research attention in the past few years. In this paper, we propose an efficient method for continuous monitoring of the top-k queries. The new top-k queries consider both spatial and non-spatial attributes. We use a grid data structure and propose a novel grid access method. The proposed method (i) quickly identifies the moving objects that enter or exit the grid cells and (ii) reduces the number of unnecessary operations by comparing the bit-vector information of moving objects. Furthemore, we construct an extended index Multiple non-Spatial Grid Index(MnS-BVGI) that reflects various non-spatial attributes of moving objects and we propose a query processing method that can perform fast operation by using it. Experimental simulations demonstrate that the proposed methods are several times faster than the previous methods and use considerably less memory.

References

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K. L.Wu, S-K Chen, and P. S. Yu, Efficient Processing of Continual Range Queries for Location-Aware Mobile Services. Information Systems Frontiers, 7(4-5), 435--448.
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    ICAIP '17: Proceedings of the International Conference on Advances in Image Processing
    August 2017
    223 pages
    ISBN:9781450352956
    DOI:10.1145/3133264
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    • Sultan Qaboos University: Sultan Qaboos University
    • USM: Universiti Sains Malaysia

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 25 August 2017

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    Author Tags

    1. Grid index structure
    2. Location Based Services
    3. Monitoring
    4. Moving object
    5. Top-K query

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