With recent advances in sensing technologies, a myriad of spatio-temporal data has been generated and recorded in smart cities. Forecasting the evolution patterns of spatio-temporal …
G Jin, M Wang, J Zhang, H Sha, J Huang - Future Generation Computer …, 2022 - Elsevier
Estimating the travel time of urban trajectories is a basic but challenging task in many intelligent transportation systems, which is the foundation of route planning and traffic …
G Jin, F Li, J Zhang, M Wang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Accurate traffic prediction is a challenging task in intelligent transportation systems because of the complex spatio-temporal dependencies in transportation networks. Many existing …
Crime event analysis (CEA) has become increasingly important in assisting humans in preventing future crimes. A fundamental challenge in the research community lies in the …
G Jin, Z Xi, H Sha, Y Feng, J Huang - Neurocomputing, 2022 - Elsevier
Urban ride-hailing demand prediction is a crucial but challenging task for intelligent transportation system construction. Predictable ride-hailing demand can facilitate more …
G Jin, H Sha, Z Xi, J Huang - Applied Soft Computing, 2023 - Elsevier
Urban hotspot forecasting is one of the most important tasks for resource scheduling and security in future smart cities. Most previous works employed fixed neural architectures …
G Jin, C Liu, Z Xi, H Sha, Y Liu, J Huang - Information Sciences, 2022 - Elsevier
Spatial–temporal event prediction is a particular task for multivariate time series forecasting. Therefore, the complex entangled dynamics of space and time need to be considered. This …
Deep learning approaches, given their low cost and high reliability, have gained much popularity in different subjects, such as computer vision and natural language processing …
G Jin, H Yan, F Li, J Huang, Y Li - ACM Transactions on Spatial …, 2021 - dl.acm.org
Travel time estimation is one of the core tasks for the development of intelligent transportation systems. Most previous works model the road segments or intersections …