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 …

Survey on traffic prediction in smart cities

AM Nagy, V Simon - Pervasive and Mobile Computing, 2018 - Elsevier
The rapid development in machine learning and in the emergence of new data sources
makes it possible to examine and predict traffic conditions in smart cities more accurately …

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 …

Urban flow prediction from spatiotemporal data using machine learning: A survey

P Xie, T Li, J Liu, S Du, X Yang, J Zhang - Information Fusion, 2020 - Elsevier
Urban spatiotemporal flow prediction is of great importance to traffic management, land use,
public safety. This prediction task is affected by several complex and dynamic factors, such …

Urban computing: concepts, methodologies, and applications

Y Zheng, L Capra, O Wolfson, H Yang - ACM Transactions on Intelligent …, 2014 - dl.acm.org
Urbanization's rapid progress has modernized many people's lives but also engendered big
issues, such as traffic congestion, energy consumption, and pollution. Urban computing …

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 …

T-drive: driving directions based on taxi trajectories

J Yuan, Y Zheng, C Zhang, W Xie, X Xie… - Proceedings of the 18th …, 2010 - dl.acm.org
GPS-equipped taxis can be regarded as mobile sensors probing traffic flows on road
surfaces, and taxi drivers are usually experienced in finding the fastest (quickest) route to a …

Driving with knowledge from the physical world

J Yuan, Y Zheng, X Xie, G Sun - Proceedings of the 17th ACM SIGKDD …, 2011 - dl.acm.org
This paper presents a Cloud-based system computing customized and practically fast
driving routes for an end user using (historical and real-time) traffic conditions and driver …

A survey of traffic data visualization

W Chen, F Guo, FY Wang - IEEE Transactions on intelligent …, 2015 - ieeexplore.ieee.org
Data-driven intelligent transportation systems utilize data resources generated within
intelligent systems to improve the performance of transportation systems and provide …

Fast map matching, an algorithm integrating hidden Markov model with precomputation

C Yang, G Gidofalvi - International Journal of Geographical …, 2018 - Taylor & Francis
Wide deployment of global positioning system (GPS) sensors has generated a large amount
of data with numerous applications in transportation research. Due to the observation error …