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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
5986
Venue
SIGMOD
Year
2020
Pagerank
7.0854131e-05
Overall Rank
3,447 | 76.03%
DOI
10.1145/3318464.3389771

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
3,869 MagicScaler: Uncertainty-aware, Predictive Autoscaling 2023 VLDB 6.6802432e-05
4,113 RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection 2021 SIGMOD 6.4420064e-05
6,425 A Deep Generative Model for Trajectory Modeling and Utilization 2023 VLDB 5.0670573e-05
7,021 VRE: A Versatile, Robust, and Economical Trajectory Data System 2022 VLDB 4.8581131e-05
8,013 Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network 2024 VLDB 4.6058845e-05
8,284 Origin-Destination Travel Time Oracle for Map-based Services 2023 SIGMOD 4.5435639e-05
9,324 LightCTS: A Lightweight Framework for Correlated Time Series Forecasting 2023 SIGMOD 4.3556432e-05
10,390 RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning 2025 SIGMOD 4.1945683e-05
10,502 RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning 2025 SIGMOD 4.1945683e-05
10,867 T-Assess: An Efficient Data Quality Assessment System Tailored for Trajectory Data 2025 VLDB 4.1945683e-05
10,980 BT-Tree: A Reinforcement Learning Based Index for Big Trajectory Data 2024 SIGMOD 4.1945683e-05
11,242 Effective and Efficient Route Planning Using Historical Trajectories on Road Networks 2023 VLDB 4.1945683e-05
11,253 Automatic Road Extraction with Multi-Source Data Revisited: Completeness, Smoothness and Discrimination 2023 VLDB 4.1945683e-05
11,276 Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity 2023 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1,115 Finding Time Period-Based Most Frequent Path in Big Trajectory Data 2013 SIGMOD 0.00013894562
1,129 On Map-Matching Vehicle Tracking Data 2005 VLDB 0.00013791923
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