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- ArticleDecember 2024
STA: Enhancing Spatio-temporal Crowd Flow Prediction Using Attention-based Deep Learning and Feature Similarity
AbstractCrowd flow prediction has significant implications for public safety, transportation resource scheduling, and urban transportation planning. This problem involves forecasting future crowd flow by analyzing spatio-temporal features from historical ...
- ArticleDecember 2024
When Road Networks Make a Difference: User Identity Linkage with Trajectory Data
AbstractThe task of trajectory data-based user identity linkage (UIL) aims to link users from different platforms with massive historical moving data. Although the existing studies for this task have made great efforts, they overlook a significant fact ...
- ArticleDecember 2024
Towards Unified Spatio-Temporal Index for Hybrid Trajectory Search
AbstractTrajectory search benefits many real-world applications, such as transport planning and congestion prediction. It is typically divided into real-time search and historical search. Existing works mainly design indexes for efficient historical ...
- ArticleDecember 2024