Capturing Associations in Graphs
Summary: Introduces graph association rules (GARs): a pattern+dependency formalism (with ML) to capture regularities, missing links, and inconsistencies in schemaless graphs. Chase-based deduction with Church–Rosser; NP/NP and coNP bounds, DP incremental deduction; parallel algorithms with real/synthetic graph validation. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenfei Fan (Beijing Academy of Artificial Intelligence; Shenzhen University; University of Edinburgh)
- 2. Ruochun Jin (University of Edinburgh)
- 3. Muyang Liu (University of Edinburgh)
- 4. Ping Lu (Beijing Academy of Artificial Intelligence)
- 5. Chao Tian (Alibaba)
- 6. Jingren Zhou (Alibaba)
BibTeX Citation
@article{fan_vldb20,
title = {{Capturing Associations in Graphs}},
author = {Fan, Wenfei and Jin, Ruochun and Liu, Muyang and Lu, Ping and Tian, Chao and Zhou, Jingren},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {11},
pages = {1863--1876},
doi = {10.14778/3407790.3407795},
url = {https://doi.org/10.14778/3407790.3407795},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 11 of 11 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,513 | Big Graphs: Challenges and Opportunities | 2022 | VLDB | 6.0986544e-05 |
| 7,342 | Discovering Association Rules from Big Graphs | 2022 | VLDB | 5.5480127e-05 |
| 8,218 | Towards Event Prediction in Temporal Graphs | 2022 | VLDB | 5.3762638e-05 |
| 9,732 | Explaining GNN-based Recommendations in Logic | 2025 | VLDB | 5.1349531e-05 |
| 9,806 | Making It Tractable to Catch Duplicates and Conflicts in Graphs | 2023 | SIGMOD | 5.1257999e-05 |
| 10,720 | Structural Normalization of Property Graphs | 2026 | VLDB | 4.9793485e-05 |
| 11,186 | Rule-Based Graph Cleaning with GPUs on a Single Machine | 2025 | SIGMOD | 4.9793485e-05 |
| 11,550 | Capturing More Associations by Referencing External Graphs | 2024 | VLDB | 4.9793485e-05 |
| 11,563 | Extending Graph Rules with Oracles | 2024 | VLDB | 4.9793485e-05 |
| 11,623 | Graph Association Analyses for Early Drug Discovery | 2024 | VLDB | 4.9793485e-05 |
| 11,724 | Enriching Recommendation Models with Logic Conditions | 2023 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 21 of 21 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 12,154 | Answering Why-questions by Exemplars in Attributed Graphs | 2019 | SIGMOD |
| 2 | 7,478 | Extending Graph Patterns with Conditions | 2020 | SIGMOD |
| 3 | 7,243 | Discovering Graph Functional Dependencies | 2018 | SIGMOD |
| 4 | 2,364 | Dependencies for Graphs | 2017 | PODS |
| 5 | 9,806 | Making It Tractable to Catch Duplicates and Conflicts in Graphs | 2023 | SIGMOD |
| 6 | 4,858 | Association Rules with Graph Patterns | 2015 | VLDB |
| 7 | 3,026 | Functional Dependencies for Graphs | 2016 | SIGMOD |
| 8 | 11,550 | Capturing More Associations by Referencing External Graphs | 2024 | VLDB |
| 9 | 7,342 | Discovering Association Rules from Big Graphs | 2022 | VLDB |
| 10 | 11,563 | Extending Graph Rules with Oracles | 2024 | VLDB |