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Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter
Summary: Neural travel-time model aligns each OD query with its historical trajectory in a shared latent space, exploiting road-segment embeddings and time-slot embeddings. A temporal graph captures weekly/daily periodicity; at inference only OD input is needed to generate travel time.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5987
- Venue
- SIGMOD
- Year
- 2020
- Pagerank
- 7.0785866e-05
- Overall Rank
- 3,453 | 76.01%
- DOI
-
10.1145/3318464.3389771
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 14 of 14 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,871 |
MagicScaler: Uncertainty-aware, Predictive Autoscaling |
2023 |
VLDB |
6.6738199e-05 |
| 4,110 |
RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection |
2021 |
SIGMOD |
6.4358092e-05 |
| 6,420 |
A Deep Generative Model for Trajectory Modeling and Utilization |
2023 |
VLDB |
5.0621949e-05 |
| 7,022 |
VRE: A Versatile, Robust, and Economical Trajectory Data System |
2022 |
VLDB |
4.8534529e-05 |
| 8,016 |
Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network |
2024 |
VLDB |
4.6014683e-05 |
| 8,278 |
Origin-Destination Travel Time Oracle for Map-based Services |
2023 |
SIGMOD |
4.5392079e-05 |
| 9,329 |
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting |
2023 |
SIGMOD |
4.351469e-05 |
| 10,401 |
RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,511 |
RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,871 |
T-Assess: An Efficient Data Quality Assessment System Tailored for Trajectory Data |
2025 |
VLDB |
4.1905499e-05 |
| 10,983 |
BT-Tree: A Reinforcement Learning Based Index for Big Trajectory Data |
2024 |
SIGMOD |
4.1905499e-05 |
| 11,244 |
Effective and Efficient Route Planning Using Historical Trajectories on Road Networks |
2023 |
VLDB |
4.1905499e-05 |
| 11,255 |
Automatic Road Extraction with Multi-Source Data Revisited: Completeness, Smoothness and Discrimination |
2023 |
VLDB |
4.1905499e-05 |
| 11,278 |
Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity |
2023 |
VLDB |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
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