Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity

Summary: Decomposes route travel time into static (periodic) and dynamic parts, modeling heterogeneity (link/turn), proximity, periodicity and dynamicity via a link-connection graph. Uses an encoder–decoder with sequence attention for dynamics and heterogeneous graph attention for static features to improve estimation accuracy. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13231
Venue: VLDB
Year: 2023
Pagerank: 4.1945683e-05
Overall Rank: 11,276 | 21.56%
DOI: 10.14778/3570690.3570691

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Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,013	Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network	2024	VLDB	4.6058845e-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
11,253	Automatic Road Extraction with Multi-Source Data Revisited: Completeness, Smoothness and Discrimination	2023	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
102	The Case for Learned Index Structures	2018	SIGMOD	0.00049545203
826	ALEX: An Updatable Adaptive Learned Index	2020	SIGMOD	0.00016224841
857	The PGM-index: a fully-dynamic compressed learned index with provable worst-case bounds	2020	VLDB	0.00015882892
1,375	FITing-Tree: A Data-aware Index Structure	2019	SIGMOD	0.00012303141
1,478	Learning Multi-dimensional Indexes	2020	SIGMOD	0.00011762542
1,611	Qd-tree: Learning Data Layouts for Big Data Analytics	2020	SIGMOD	0.00011147324
3,447	Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter	2020	SIGMOD	7.0854131e-05
5,232	SEAL: Spatio-Textual Similarity Search	2012	VLDB	5.6136151e-05

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