k-Nearest Neighbor Query Processing Algorithms for a Query Region in Road Networks

被引:0
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作者
Hyeong-Il Kim
Jae-Woo Chang
机构
[1] Chonbuk National University,Department of Computer Engineering
[2] Chonbuk National University,Cloud Open R&D Center
关键词
island index; -nearest neighbor query processing scheme; location-based service; road network;
D O I
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中图分类号
学科分类号
摘要
Recent development of wireless communication technologies and the popularity of smart phones are making location-based services (LBS) popular. However, requesting queries to LBS servers with users’ exact locations may threat the privacy of users. Therefore, there have been many researches on generating a cloaked query region for user privacy protection. Consequently, an efficient query processing algorithm for a query region is required. So, in this paper, we propose k-nearest neighbor query (k-NN) processing algorithms for a query region in road networks. To efficiently retrieve k-NN points of interest (POIs), we make use of the Island index. We also propose a method that generates an adaptive Island index to improve the query processing performance and storage usage. Finally, we show by our performance analysis that our k-NN query processing algorithms outperform the existing k-Range Nearest Neighbor (kRNN) algorithm in terms of network expansion cost and query processing time.
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收藏
页码:585 / 596
页数:11
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