Location prediction on trajectory data: A review

R Wu, G Luo, J Shao, L Tian… - Big data mining and …, 2018 - ieeexplore.ieee.org
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 …

Trajectory big data: a review of key technologies in data processing

高强, 张凤荔, 王瑞锦, 周帆 - Journal of Software, 2016 - jos.org.cn
大数据时代下, 移动互联网发展与移动终端的普及形成了海量移动对象轨迹数据.
轨迹数据含有丰富的时空特征信息, 通过轨迹数据处理技术, 可以挖掘人类活动规律与行为特征 …

[PDF][PDF] 轨迹大数据: 数据处理关键技术研究综述

高强, 张凤荔, 王瑞锦, 周帆 - 软件学报, 2016 - jos.org.cn
大数据时代下, 移动互联网发展与移动终端的普及形成了海量移动对象轨迹数据.
轨迹数据含有丰富的时空特征信息, 通过轨迹数据处理技术, 可以挖掘人类活动规律与行为特征 …

Compression of uncertain trajectories in road networks

T Li, R Huang, L Chen, CS Jensen… - Proceedings of the VLDB …, 2020 - vbn.aau.dk
Massive volumes of uncertain trajectory data are being generated by GPS devices. Due to
the limitations of GPS data, these trajectories are generally uncertain. This state of affairs …

Trajectory simplification: an experimental study and quality analysis

D Zhang, M Ding, D Yang, Y Liu, J Fan… - Proceedings of the VLDB …, 2018 - dl.acm.org
The ubiquitousness of GPS sensors in smart-phones, vehicles and wearable devices has
enabled the collection of massive volumes of trajectory data from tracing moving objects …

[HTML][HTML] Incorporation of adaptive compression into a GPU parallel computing framework for analyzing large-scale vessel trajectories

Y Li, H Li, C Zhang, Y Zhao, Z Yang - Transportation Research Part C …, 2024 - Elsevier
Abstract Automatic Identification System (AIS) offers a wealth of vessel navigation data,
which underpins research in maritime data mining, situational awareness, and knowledge …

Trajectory simplification with reinforcement learning

Z Wang, C Long, G Cong - 2021 IEEE 37th International …, 2021 - ieeexplore.ieee.org
Trajectory data is used in various applications including traffic analysis, logistics, and
mobility services. It is usually collected continuously by sensors and accumulated at a server …

Review and classification of trajectory summarisation algorithms: From compression to segmentation

D Amigo, D Sánchez Pedroche… - … of Distributed Sensor …, 2021 - journals.sagepub.com
With the continuous development and cost reduction of positioning and tracking
technologies, a large amount of trajectories are being exploited in multiple domains for …

Relaxed group pattern detection over massive-scale trajectories

K Li, H Wang, Z Chen, L Chen - Future Generation Computer Systems, 2023 - Elsevier
The problem of detecting co-movement patterns from trajectories has been extensively
studied by data science community. Existing methods are based on filter-and-refine …

Deep understanding of big geospatial data for self-driving: Data, technologies, and systems

H Wang, J Feng, K Li, L Chen - Future Generation Computer Systems, 2022 - Elsevier
With the continued development of Autonomous Vehicle System (AVS), self-driving related
technologies have attracted much attention over the past decade. In this light, we survey …