Leveraging Graph Dimensions in Online Graph Search
Summary: Embeds graphs into a compact structural dimension that preserves graph distances for both database and unseen query graphs, avoiding repeated NP-hard comparisons. DSPM learns the dimension and DSPMap scales approximate top-k search to large graph databases. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Yuanyuan Zhu (Wuhan University)
- 2. Jeffrey Xu Yu (Chinese University of Hong Kong)
- 3. Lu Qin (University of Technology Sydney)
BibTeX Citation
@article{zhu_vldb15,
title = {{Leveraging Graph Dimensions in Online Graph Search}},
author = {Zhu, Yuanyuan and Yu, Jeffrey Xu and Qin, Lu},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {1},
pages = {85--96},
doi = {10.14778/2735461.2735469},
url = {https://doi.org/10.14778/2735461.2735469},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 177 | Graph Indexing: A Frequent Structure-based Approach | 2004 | SIGMOD | 0.00027100548 |
| 326 | FG-Index: Towards Verification-Free Query Processing on Graph Databases | 2007 | SIGMOD | 0.00021152829 |
| 591 | Substructure Similarity Search in Graph Databases | 2005 | SIGMOD | 0.0001603683 |
| 1,519 | Top-k Query Evaluation with Probabilistic Guarantees | 2004 | VLDB | 0.00010513777 |
| 2,328 | Towards Graph Containment Search and Indexing | 2007 | VLDB | 8.745748e-05 |
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