Efficient Stochastic Routing in Path-Centric Uncertain Road Networks
Summary: Adopts a path-centric uncertain road-network model to capture trajectory-induced dependencies in travel-cost distributions and shows existing stochastic routing is inefficient there. Proposes two cost-to-go heuristics and a 'virtual path' abstraction to enable stochastic-dominance pruning under dependencies, yielding much faster stochastic routing on real trajectory datasets. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Chenjuan Guo
- 2. Ronghui Xu
- 3. Bin Yang
- 4. Ye Yuan
- 5. Tung Kieu
- 6. Yan Zhao
- 7. Christian S. Jensen
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,629 | TEAM: Topological Evolution-aware Framework for Traffic Forecasting | 2025 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 1,450 | Distance-Constraint Reachability Computation in Uncertain Graphs | 2011 | VLDB | 0.00011925844 |
| 1,892 | Querying Shortest Paths on Time Dependent Road Networks | 2019 | VLDB | 0.00010185573 |
| 2,388 | Anytime Stochastic Routing with Hybrid Learning | 2020 | VLDB | 8.9132902e-05 |
| 5,468 | Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles | 2022 | VLDB | 5.4902013e-05 |
| 8,305 | Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models | 2013 | VLDB | 4.5435639e-05 |
| 9,079 | Path Cost Distribution Estimation Using Trajectory Data | 2017 | VLDB | 4.400728e-05 |
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