Discovering Graph Functional Dependencies

Summary: Discovering Graph Functional Dependencies (GFDs) for graphs; implication and satisfiability are fixed-parameter tractable, yet validation is co-W[1]-hard. Introduces reduced GFDs and support; scalable parallel discovery and cover computation on large graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h3105942671958360
Venue: SIGMOD
Year: 2018
Pagerank: 5.5557683e-05
Overall Rank: 7,263 | 51.32%
DOI: 10.1145/3183713.3196916

Incoming Non-self Citations Over Time

Authors

1. Wenfei Fan (Beihang University; University of Edinburgh)
2. Chunming Hu (Beihang University)
3. Xueli Liu (Harbin Engineering University)
4. Ping Lu (Beihang University)

BibTeX Citation

@inproceedings{fan_sigmod18,
        title = {{Discovering Graph Functional Dependencies}},
        author = {Fan, Wenfei and Hu, Chunming and Liu, Xueli and Lu, Ping},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196916},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196916},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,496	Big Graphs: Challenges and Opportunities	2022	VLDB	6.0944008e-05
5,816	Normalizing Property Graphs	2023	VLDB	5.9678994e-05
6,539	Parallel Discrepancy Detection and Incremental Detection	2021	VLDB	5.7351897e-05
6,877	Fast Incremental Discovery of Pointwise Order Dependencies	2020	VLDB	5.6429454e-05
7,244	Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs)	2019	VLDB	5.5606514e-05
7,318	Discovering Association Rules from Big Graphs	2022	VLDB	5.5411422e-05
8,243	Towards Event Prediction in Temporal Graphs	2022	VLDB	5.3559499e-05
8,313	Capturing Associations in Graphs	2020	VLDB	5.3410298e-05
8,420	Deducing Certain Fixes to Graphs	2019	VLDB	5.3198062e-05
9,847	Making It Tractable to Catch Duplicates and Conflicts in Graphs	2023	SIGMOD	5.1064323e-05
11,254	Rule-Based Graph Cleaning with GPUs on a Single Machine	2025	SIGMOD	4.9605343e-05
11,605	Capturing More Associations by Referencing External Graphs	2024	VLDB	4.9605343e-05
11,618	Extending Graph Rules with Oracles	2024	VLDB	4.9605343e-05
11,775	Enriching Recommendation Models with Logic Conditions	2023	SIGMOD	4.9605343e-05
12,259	Catching Numeric Inconsistencies in Graphs	2018	SIGMOD	4.9605343e-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
348	Discovering Denial Constraints	2013	VLDB	0.00020216677
653	Discovering Data Quality Rules	2008	VLDB	0.00015102328
1,031	GraMI: Frequent Subgraph and Pattern Mining in a Single Large Graph	2014	VLDB	0.00012379698
1,036	YAGO3: A Knowledge Base from Multilingual Wikipedias	2015	CIDR	0.00012357949
2,269	Dependencies for Graphs	2017	PODS	8.711418e-05
2,894	Functional Dependencies for Graphs	2016	SIGMOD	7.8870146e-05
4,838	Association Rules with Graph Patterns	2015	VLDB	6.3753978e-05
12,259	Catching Numeric Inconsistencies in Graphs	2018	SIGMOD	4.9605343e-05

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#	Overall Rank	Paper	Year	Venue
1	8,313	Capturing Associations in Graphs	2020	VLDB
2	2,269	Dependencies for Graphs	2017	PODS
3	602	A Hybrid Approach to Functional Dependency Discovery	2016	SIGMOD
4	6,783	Propagating Functional Dependencies with Conditions	2008	VLDB
5	10,146	Efficient Differential Dependency Discovery	2024	VLDB
6	211	Dependency Inference	1987	VLDB
7	2,111	Functional and Inclusion Dependencies: A Graph Theoretic Approach	1984	PODS
8	7,307	Discovery Algorithms for Embedded Functional Dependencies	2020	SIGMOD
9	11,318	Efficient Discovery of Relaxed Functional Dependencies	2025	VLDB
10	2,894	Functional Dependencies for Graphs	2016	SIGMOD