Efficient Distributed RNN Query Processing with Caching

被引:2
作者
Shao, Yinbo [1 ]
Xie, Jingwei [1 ]
Li, Yuanquan [1 ]
Gao, Sunying [1 ]
Ji, Changqing [1 ]
机构
[1] Dalian Univ, Sch Phys Sci & Technol, Dalian 116622, Peoples R China
来源
MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY | 2014年 / 556-562卷
关键词
Reverse Nearest Neighbour; Distributed Cache; Spatial Databases;
D O I
10.4028/www.scientific.net/AMM.556-562.5352
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Reverse Nearest Neighbour (RNN) queries play an important role in applications such as internet of vehicles, decision support systems, profile based marketing and so on. Recently, more attention has been paid to the problem of efficient distributed RNN computation in mobile cloud computing environment. A major downside of the existing RNN is its inherent sequential nature and using in-memory algorithm, which limits its applicability to massive data. In this paper, we propose a novel distributed caching based method to efficiently improve the performance of the RNN calculation in a distributed environment. Extensive experiments using both real and synthetic datasets demonstrated that our proposed methods are the state-of-the-art algorithms in scalable RNN queries.
引用
收藏
页码:5352 / 5355
页数:4
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