Trajectory data mining: an overview

Y Zheng - ACM Transactions on Intelligent Systems and …, 2015 - dl.acm.org
The advances in location-acquisition and mobile computing techniques have generated
massive spatial trajectory data, which represent the mobility of a diversity of moving objects …

A survey of traffic prediction: from spatio-temporal data to intelligent transportation

H Yuan, G Li - Data Science and Engineering, 2021 - Springer
Intelligent transportation (eg, intelligent traffic light) makes our travel more convenient and
efficient. With the development of mobile Internet and position technologies, it is reasonable …

A survey on trajectory data management, analytics, and learning

S Wang, Z Bao, JS Culpepper, G Cong - ACM Computing Surveys …, 2021 - dl.acm.org
Recent advances in sensor and mobile devices have enabled an unprecedented increase
in the availability and collection of urban trajectory data, thus increasing the demand for …

Deep representation learning for trajectory similarity computation

X Li, K Zhao, G Cong, CS Jensen… - 2018 IEEE 34th …, 2018 - ieeexplore.ieee.org
Trajectory similarity computation is fundamental functionality with many applications such as
animal migration pattern studies and vehicle trajectory mining to identify popular routes and …

TrajGAIL: Generating urban vehicle trajectories using generative adversarial imitation learning

S Choi, J Kim, H Yeo - Transportation Research Part C: Emerging …, 2021 - Elsevier
Recently, an abundant amount of urban vehicle trajectory data has been collected in road
networks. Many studies have used machine learning algorithms to analyze patterns in …

T-drive: Enhancing driving directions with taxi drivers' intelligence

J Yuan, Y Zheng, X ** Cilento: Using geotagged social media data to characterize tourist flows in southern Italy
A Chua, L Servillo, E Marcheggiani, AV Moere - Tourism Management, 2016 - Elsevier
New sources of geotagged information derived from social media like Twitter show great
promise for geographic research in tourism. This paper describes an approach to analyze …

Constructing popular routes from uncertain trajectories

LY Wei, Y Zheng, WC Peng - Proceedings of the 18th ACM SIGKDD …, 2012 - dl.acm.org
The advances in location-acquisition technologies have led to a myriad of spatial
trajectories. These trajectories are usually generated at a low or an irregular frequency due …