[PDF][PDF] 轨迹大数据异常检测: 研究进展及系统框架

毛嘉莉, 金澈清, 章志刚, 周傲英 - 软件学报, 2016 - jos.org.cn
定位技术与普适计算的蓬勃发展催生了轨迹大数据, 轨迹大数据表现为定位设备所产生的大规模
高速数据流. 及时, 有效地对以数据流形式出现的轨迹大数据进行分析处理, 可以发现隐含在轨迹 …

Discovering popular routes from trajectories

Z Chen, HT Shen, X Zhou - 2011 IEEE 27th International …, 2011 - ieeexplore.ieee.org
The booming industry of location-based services has accumulated a huge collection of
users' location trajectories of driving, cycling, hiking, etc. In this work, we investigate the …

Reducing uncertainty of low-sampling-rate trajectories

K Zheng, Y Zheng, X Xie, X Zhou - 2012 IEEE 28th …, 2012 - ieeexplore.ieee.org
The increasing availability of GPS-embedded mobile devices has given rise to a new
spectrum of location-based services, which have accumulated a huge collection of location …

Finding time period-based most frequent path in big trajectory data

W Luo, H Tan, L Chen, LM Ni - Proceedings of the 2013 ACM SIGMOD …, 2013 - dl.acm.org
The rise of GPS-equipped mobile devices has led to the emergence of big trajectory data. In
this paper, we study a new path finding query which finds the most frequent path (MFP) …

Incremental clustering for trajectories

Z Li, JG Lee, X Li, J Han - … conference on database systems for advanced …, 2010 - Springer
Trajectory clustering has played a crucial role in data analysis since it reveals underlying
trends of moving objects. Due to their sequential nature, trajectory data are often received …

Anomaly detection for trajectory big data: Advancements and framework

毛嘉莉, 金澈清, 章志刚, 周傲英 - Journal of Software, 2016 - jos.org.cn
定位技术与普适计算的蓬勃发展催生了轨迹大数据, 轨迹大数据表现为定位设备所产生的大规模
高速数据流. 及时, 有效地对以数据流形式出现的轨迹大数据进行分析处理, 可以发现隐含在轨迹 …

Calibrating trajectory data for similarity-based analysis

H Su, K Zheng, H Wang, J Huang, X Zhou - Proceedings of the 2013 …, 2013 - dl.acm.org
Due to the prevalence of GPS-enabled devices and wireless communications technologies,
spatial trajectories that describe the movement history of moving objects are being …

[图书][B] Big data: Algorithms, analytics, and applications

KC Li, H Jiang, LT Yang, A Cuzzocrea - 2015 - books.google.com
As today's organizations are capturing exponentially larger amounts of data than ever, now
is the time for organizations to rethink how they digest that data. Through advanced …

Crowdplanner: A crowd-based route recommendation system

H Su, K Zheng, J Huang, H Jeung… - 2014 IEEE 30th …, 2014 - ieeexplore.ieee.org
As travel is taking more significant part in our life, route recommendation service becomes a
big business and attracts many major players in IT industry. Given a pair of user-specified …

Segmentation and sampling of moving object trajectories based on representativeness

C Panagiotakis, N Pelekis, I Kopanakis… - … on Knowledge and …, 2011 - ieeexplore.ieee.org
Moving Object Databases (MOD), although ubiquitous, still call for methods that will be able
to understand, search, analyze, and browse their spatiotemporal content. In this paper, we …