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Simpler is More: Efficient Top-K Nearest Neighbors Search on Large Road Networks

Summary: Introduces KNN-Index, a small, size-bounded index enabling optimal progressive top-k NN search on road networks without complex structures. A bidirectional construction algorithm shares computation, improving build time while outperforming prior methods in query speed and space. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h7bcb0ca5bf33e86a
Venue
VLDB
Year
2024
Pagerank
5.2361195e-05
Overall Rank
8,923 | 40.19%
DOI
10.14778/3704965.3704975
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{wang_vldb24,
        title = {{Simpler is More: Efficient Top-K Nearest Neighbors Search on Large Road Networks}},
        author = {Wang, Yiqi and Yuan, Long and Zhang, Wenjie and Chen, Zi and Lin, Xuemin and Liu, Qing},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {13},
        pages = {4683--4695},
        doi = {10.14778/3704965.3704975},
        url = {https://doi.org/10.14778/3704965.3704975},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,719 High-Throughput k Nearest Neighbors Search in Road Networks 2026 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
463 Query Processing in Spatial Network Databases 2003 VLDB 0.00017806376
681 Voronoi-Based K Nearest Neighbor Search for Spatial Network Databases 2004 VLDB 0.00014792999
1,053 An Efficient and Scalable Approach to CNN Queries in a Road Network 2005 VLDB 0.00012260546
1,581 When Hierarchy Meets 2-Hop-Labeling: Efficient Shortest Distance Queries on Road Networks 2018 SIGMOD 0.00010151896
1,660 Continuous Nearest Neighbor Monitoring in Road Networks 2006 VLDB 9.9414118e-05
4,688 TOAIN: A Throughput Optimizing Adaptive Index for Answering Dynamic kNN Queries on Road Networks 2018 VLDB 6.4517069e-05
6,002 Neural Attributed Community Search at Billion Scale 2023 SIGMOD 5.9028394e-05
6,073 Progressive Top-K Nearest Neighbors Search in Large Road Networks 2020 SIGMOD 5.8780393e-05
6,795 Missing Data Imputation with Uncertainty-Driven Network 2024 SIGMOD 5.6638135e-05
7,399 Efficient Label-Constrained Shortest Path Queries on Road Networks: A Tree Decomposition Approach 2022 VLDB 5.5186598e-05
8,395 Efficient Unsupervised Community Search with Pre-trained Graph Transformer 2024 VLDB 5.3240312e-05
8,519 Efficient Influence Minimization via Node Blocking 2024 VLDB 5.3100264e-05
9,846 I/O Efficient Label-Constrained Reachability Queries in Large Graphs 2024 VLDB 5.1064323e-05
11,578 Graph Summarization: Compactness Meets Efficiency 2024 SIGMOD 4.9605343e-05
11,609 Influence Maximization via Vertex Countering 2024 VLDB 4.9605343e-05
11,648 Efficient Maximal Frequent Group Enumeration in Temporal Bipartite Graphs 2024 VLDB 4.9605343e-05
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