Location Prediction on Trajectory Data: A Review

被引:5
作者
Ruizhi Wu
Guangchun Luo
Junming Shao
Ling Tian
Chengzong Peng
机构
[1] SchoolofComputerScienceandEngineering,UniversityofElectronicScienceandTechnologyofChina
关键词
location prediction; trajectory data; data mining;
D O I
暂无
中图分类号
TP311.13 [];
学科分类号
1201 ;
摘要
Location prediction is the key technique in many location based services including route navigation, dining location recommendations, and traffic planning and control, to mention a few. This survey provides a comprehensive overview of location prediction, including basic definitions and concepts, algorithms, and applications. First, we introduce the types of trajectory data and related basic concepts. Then, we review existing location-prediction methods, ranging from temporal-pattern-based prediction to spatiotemporal-pattern-based prediction. We also discuss and analyze the advantages and disadvantages of these algorithms and briefly summarize current applications of location prediction in diverse fields. Finally, we identify the potential challenges and future research directions in location prediction.
引用
收藏
页码:108 / 127
页数:20
相关论文
共 14 条
[1]   轨迹大数据:数据处理关键技术研究综述 [J].
高强 ;
张凤荔 ;
王瑞锦 ;
周帆 .
软件学报, 2017, 28 (04) :959-992
[2]  
Measuring cell-id trajectory similarity for mobile phone route classification[J] . Mingqi Lv,Ling Chen,Yanbin Shen,Gencai Chen.Knowledge-Based Systems . 2015
[3]  
Sensing the Pulse of Urban Refueling Behavior[J] . Fuzheng Zhang,Nicholas Jing Yuan,David Wilkie,Yu Zheng,Xing Xie.ACM Transactions on Intelligent Systems and Techn . 2015 (3)
[4]  
Compression of trajectory data: a comprehensive evaluation and new approach[J] . Jonathan Muckell,Paul W. Olsen,Jeong-Hyon Hwang,Catherine T. Lawson,S. S. Ravi.GeoInformatica . 2014 (3)
[5]  
Mining geographic-temporal-semantic patterns in trajectories for location prediction[J] . Josh Jia-Ching Ying,Wang-Chien Lee,Vincent S. Tseng.ACM Transactions on Intelligent Systems and Technology (TIST) . 2014 (1)
[6]   Semantic Trajectories Modeling and Analysis [J].
Parent, Christine ;
Spaccapietra, Stefano ;
Renso, Chiara ;
Andrienko, Gennady ;
Andrienko, Natalia ;
Bogorny, Vania ;
Damiani, Maria Luisa ;
Gkoulalas-Divanis, Aris ;
Macedo, Jose ;
Pelekis, Nikos ;
Theodoridis, Yannis ;
Yan, Zhixian .
ACM COMPUTING SURVEYS, 2013, 45 (04)
[7]  
Trajectory mining from anonymous binary motion sensors in Smart Environment[J] . Chengliang Wang,Debraj De,Wen-Zhan Song.Knowledge-Based Systems . 2013
[8]  
Computing with spatial trajectories, edited by Yu Zheng[J] . Chris Brunsdon.International Journal of Geographical Information Science . 2013 (1)
[9]  
Trajectory analysis for user verification and recognition[J] . Hsing-Kuo Pao,Junaidillah Fadlil,Hong-Yi Lin,Kuan-Ta Chen.Knowledge-Based Systems . 2012
[10]  
ST-DMQL: A Semantic Trajectory Data Mining Query Language[J] . Vania Bogorny,Bart Kuijpers,Luis Otavio Alvares.International Journal of Geographical Information Science . 2009 (10)