Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models

Summary: STHMMs model sparse, spatio-temporally correlated travel-cost time series from GPS data, handling missing entries and cross-segment dependencies. Parameter learning under sparsity and heterogeneity enables near-future travel-cost inference for eco-routing; validated on large GPS datasets for efficiency and accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10739
Venue: VLDB
Year: 2013
Pagerank: 4.5435639e-05
Overall Rank: 8,305 | 42.23%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,388	Anytime Stochastic Routing with Hybrid Learning	2020	VLDB	8.9132902e-05
5,026	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7528419e-05
9,079	Path Cost Distribution Estimation Using Trajectory Data	2017	VLDB	4.400728e-05
11,046	Efficient Stochastic Routing in Path-Centric Uncertain Road Networks	2024	VLDB	4.1945683e-05
11,242	Effective and Efficient Route Planning Using Historical Trajectories on Road Networks	2023	VLDB	4.1945683e-05

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
2,680	Finding Semantics in Time Series	2011	SIGMOD	8.3234371e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
11,242	Effective and Efficient Route Planning Using Historical Trajectories on Road Networks	2023	VLDB	4.1945683e-05
6,004	Compression of Uncertain Trajectories in Road Networks	2020	VLDB	5.2415551e-05
6,425	A Deep Generative Model for Trajectory Modeling and Utilization	2023	VLDB	5.0670573e-05
7,625	Multi-Modal Transportation Recommendation with Unified Route Representation Learning	2021	VLDB	4.6931334e-05
11,046	Efficient Stochastic Routing in Path-Centric Uncertain Road Networks	2024	VLDB	4.1945683e-05
4,206	Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	2022	VLDB	6.3595566e-05
2,388	Anytime Stochastic Routing with Hybrid Learning	2020	VLDB	8.9132902e-05
3,447	Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter	2020	SIGMOD	7.0854131e-05
11,276	Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity	2023	VLDB	4.1945683e-05
9,079	Path Cost Distribution Estimation Using Trajectory Data	2017	VLDB	4.400728e-05