SURGE: Continuous Detection of Bursty Regions Over a Stream of Spatial Objects

被引:6
作者
Feng, Kaiyu [1 ,2 ]
Guo, Tao [2 ]
Cong, Gao [2 ]
Bhowmick, Sourav S. [2 ]
Ma, Shuai [3 ]
机构
[1] Nanyang Technol Univ, Interdisciplinary Grad Sch, LILY, Singapore, Singapore
[2] Nanyang Technol Univ, Sch Comp Sci & Engn, Singapore, Singapore
[3] Beihang Univ, SKLSDE Lab, Beijing, Peoples R China
来源
2018 IEEE 34TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE) | 2018年
关键词
D O I
10.1109/ICDE.2018.00133
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 the proliferation of location-based services, the generation of massive geo-tagged data opens up new opportunities to address real-world problems. In this paper, we present a novel continuous bursty region detection ( SURGE) problem that aims to continuously detect a bursty region of a given size in a specified geographical area from a stream of spatial objects. The SURGE problem is useful in addressing several real-world challenges such as disease outbreak detection. We propose an exact solution to address the problem, and show the efficiency and effectiveness by conducting experiments on real-world datasets.
引用
收藏
页码:1292 / 1295
页数:4
相关论文
共 7 条
[1]  
[Anonymous], 2016, P INT C EXT DAT TECH
[2]  
Feng K., 2017, ARXIV170909287
[3]  
Hussain M. M.-u, 2017, EDBT
[4]   On the Spatiotemporal Burstiness of Terms [J].
Lappas, Theodoros ;
Vieira, Marcos R. ;
Gunopulos, Dimitrios ;
Tsotras, Vassilis J. .
PROCEEDINGS OF THE VLDB ENDOWMENT, 2012, 5 (09) :836-847
[5]   Identifying, Attributing and Describing Spatial Bursts [J].
Mathioudakis, Michael ;
Bansal, Nilesh ;
Koudas, Nick .
PROCEEDINGS OF THE VLDB ENDOWMENT, 2010, 3 (01) :1091-1102
[6]   A UNIFIED ALGORITHM FOR FINDING MAXIMUM AND MINIMUM OBJECT ENCLOSING RECTANGLES AND CUBOIDS [J].
NANDY, SC ;
BHATTACHARYA, BB .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1995, 29 (08) :45-61
[7]   GeoBurst: Real-Time Local Event Detection in Geo-Tagged Tweet Streams [J].
Zhang, Chao ;
Zhou, Guangyu ;
Yuan, Quan ;
Zhuang, Honglei ;
Zheng, Yu ;
Kaplan, Lance ;
Wang, Shaowen ;
Han, Jiawei .
SIGIR'16: PROCEEDINGS OF THE 39TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2016, :513-522