Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models
Summary: Introduces spatio-temporal hidden Markov models for inferring missing and near-future road-segment travel costs from sparse, correlated GPS time series. Learns heterogeneous model parameters despite sparsity, enabling efficient traffic prediction and eco-routing. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Bin Yang (Aarhus University)
- 2. Chenjuan Guo (Aarhus University)
- 3. Christian S. Jensen (Aarhus University)
BibTeX Citation
@article{yang_vldb13,
title = {{Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models}},
author = {Yang, Bin and Guo, Chenjuan and Jensen, Christian S.},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {9},
pages = {769--780},
doi = {10.14778/2501551.2501557},
url = {https://doi.org/10.14778/2501551.2501557},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,497 | Anytime Stochastic Routing with Hybrid Learning | 2020 | VLDB | 7.2556245e-05 |
| 5,089 | AutoCTS: Automated Correlated Time Series Forecasting | 2022 | VLDB | 6.2800456e-05 |
| 8,562 | Path Cost Distribution Estimation Using Trajectory Data | 2017 | VLDB | 5.3138669e-05 |
| 9,914 | Efficient Stochastic Routing in Path-Centric Uncertain Road Networks | 2024 | VLDB | 5.1103839e-05 |
| 9,917 | Effective and Efficient Route Planning Using Historical Trajectories on Road Networks | 2023 | VLDB | 5.1103839e-05 |
| 11,025 | Are We There Yet? A Grand Tour of ETA Queries | 2026 | VLDB | 4.9793485e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,434 | Finding Semantics in Time Series | 2011 | SIGMOD | 7.3027739e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,917 | Effective and Efficient Route Planning Using Historical Trajectories on Road Networks | 2023 | VLDB |
| 2 | 6,130 | Compression of Uncertain Trajectories in Road Networks | 2020 | VLDB |
| 3 | 6,701 | A Deep Generative Model for Trajectory Modeling and Utilization | 2023 | VLDB |
| 4 | 7,823 | Multi-Modal Transportation Recommendation with Unified Route Representation Learning | 2021 | VLDB |
| 5 | 9,914 | Efficient Stochastic Routing in Path-Centric Uncertain Road Networks | 2024 | VLDB |
| 6 | 4,565 | Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting | 2022 | VLDB |
| 7 | 3,497 | Anytime Stochastic Routing with Hybrid Learning | 2020 | VLDB |
| 8 | 3,161 | Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter | 2020 | SIGMOD |
| 9 | 9,918 | Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity | 2023 | VLDB |
| 10 | 8,562 | Path Cost Distribution Estimation Using Trajectory Data | 2017 | VLDB |