A Deep Generative Model for Trajectory Modeling and Utilization
Summary: Deep generative model encoding map-matched road-edge sequences, road properties, spatial correlations, and temporal periodicity to model skewed high-dimensional trajectory distributions. Meta-learning autoregressive generator trained with differential privacy to synthesize representative trajectories for downstream tasks, obviating raw-data sharing. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yong Wang
- 2. Guoliang Li
- 3. Kaiyu Li
- 4. Haitao Yuan
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,401 | RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning | 2025 | SIGMOD | 4.1905499e-05 |
| 11,054 | HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data Synthesization | 2024 | VLDB | 4.1905499e-05 |
| 11,112 | SEER: An End-to-End Toolkit for Benchmarking Time Series Database Systems in Monitoring Applications | 2024 | VLDB | 4.1905499e-05 |
| 11,255 | Automatic Road Extraction with Multi-Source Data Revisited: Completeness, Smoothness and Discrimination | 2023 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,893 | Querying Shortest Paths on Time Dependent Road Networks | 2019 | VLDB | 0.00010175836 |
| 3,090 | Direction-Preserving Trajectory Simplification | 2013 | VLDB | 7.5904432e-05 |
| 3,321 | Trajectory Simplification: An Experimental Study and Quality Analysis | 2018 | VLDB | 7.2212455e-05 |
| 3,453 | Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter | 2020 | SIGMOD | 7.0785866e-05 |
| 3,912 | DPT: Differentially Private Trajectory Synthesis Using Hierarchical Reference Systems | 2015 | VLDB | 6.6332886e-05 |
| 4,781 | SEAL: Spatio-Textual Similarity Search | 2012 | VLDB | 5.9245435e-05 |
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