DeepTRANS: A Deep Learning System for Public Bus Travel Time Estimation using Traffic Forecasting
Summary: DeepTRANS extends a DL bus ETA model with predicted traffic forecasts to improve travel-time estimation. By fusing forecasted congestion as exogenous features, it yields about 21% accuracy gains over prior DL ETA baselines, highlighting forecast-informed data fusion for transport analytics. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Luan Tran (University of Southern California)
- 2. Min Y. Mun (Samsung)
- 3. Matthew Lim (University of Southern California)
- 4. Jonah Yamato (University of Southern California)
- 5. Nathan Huh (University of Southern California)
- 6. Cyrus Shahabi (University of Southern California)
BibTeX Citation
@article{tran_vldb20,
title = {{DeepTRANS: A Deep Learning System for Public Bus Travel Time Estimation using Traffic Forecasting}},
author = {Tran, Luan and Mun, Min Y. and Lim, Matthew and Yamato, Jonah and Huh, Nathan and Shahabi, Cyrus},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {12},
pages = {2957--2960},
doi = {10.14778/3415478.3415518},
url = {https://doi.org/10.14778/3415478.3415518},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,589 | Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting | 2022 | VLDB | 6.6162897e-05 |
| 8,328 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 5.4535681e-05 |
| 8,525 | QARTA: An ML-based System for Accurate Map Services | 2021 | VLDB | 5.4119882e-05 |
| 8,915 | A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | 2024 | VLDB | 5.3483178e-05 |
| 10,677 | RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning | 2025 | SIGMOD | 5.093636e-05 |
| 11,710 | A Demonstration of QARTA: An ML-based System for Accurate Map Services | 2021 | VLDB | 5.093636e-05 |
| 13,440 | Crosstown Foundry: A Scalable Data-driven Journalism Platform for Hyper-local News | 2021 | SIGMOD | - |
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Outgoing Citations (Sorted by Pagerank)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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