Discovering Association Rules from Big Graphs

Summary: Graph Association Rules (GARs): graph patterns, attribute dependencies, ML predicates for scalable graph-rule discovery. App-driven pruning and G→H sampling with support/recall bounds enable parallel GAR mining; recall >91% at 10% sample, 61× speedup. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12655
Venue: VLDB
Year: 2022
Pagerank: 4.7716465e-05
Overall Rank: 7,283 | 49.39%
DOI: 10.14778/3523210.3523224

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,563	Big Graphs: Challenges and Opportunities	2022	VLDB	5.4328211e-05
9,489	Making It Tractable to Catch Duplicates and Conflicts in Graphs	2023	SIGMOD	4.3300131e-05
9,962	Parallel Rule Discovery from Large Datasets by Sampling	2022	SIGMOD	4.2254157e-05
10,250	Structural Normalization of Property Graphs	2026	VLDB	4.1905499e-05
10,496	Rule-Based Graph Cleaning with GPUs on a Single Machine	2025	SIGMOD	4.1905499e-05
10,648	eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path Rules	2025	VLDB	4.1905499e-05
11,004	Capturing More Associations by Referencing External Graphs	2024	VLDB	4.1905499e-05
11,101	Graph Association Analyses for Early Drug Discovery	2024	VLDB	4.1905499e-05
11,211	Enriching Recommendation Models with Logic Conditions	2023	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
556	Discovering Denial Constraints	2013	VLDB	0.00020214701
765	PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks	2011	VLDB	0.0001695147
890	A Hybrid Approach to Functional Dependency Discovery	2016	SIGMOD	0.00015542177
1,047	Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms	2015	VLDB	0.00014442219
1,821	Synthesizing Entity Matching Rules by Examples	2018	VLDB	0.00010406856
2,258	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1804145e-05
2,517	Dependencies for Graphs	2017	PODS	8.6058545e-05
2,728	Keys for Graphs	2015	VLDB	8.2228869e-05
3,448	Approximate Denial Constraints	2020	VLDB	7.081095e-05
3,478	Functional Dependencies for Graphs	2016	SIGMOD	7.0554625e-05
5,120	Association Rules with Graph Patterns	2015	VLDB	5.6754325e-05
7,120	Discovering Graph Functional Dependencies	2018	SIGMOD	4.8200122e-05
7,187	Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs)	2019	VLDB	4.8020046e-05
8,145	Capturing Associations in Graphs	2020	VLDB	4.5724134e-05
11,711	Catching Numeric Inconsistencies in Graphs	2018	SIGMOD	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
229	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.0003226623
11,882	Graph-based Exploration of Non-graph Datasets	2016	VLDB	4.1905499e-05
11,019	Extending Graph Rules with Oracles	2024	VLDB	4.1905499e-05
9,489	Making It Tractable to Catch Duplicates and Conflicts in Graphs	2023	SIGMOD	4.3300131e-05
9,847	Discovering Top-k Relevant and Diversified Rules	2024	SIGMOD	4.2680295e-05
5,120	Association Rules with Graph Patterns	2015	VLDB	5.6754325e-05
8,145	Capturing Associations in Graphs	2020	VLDB	4.5724134e-05
473	Sampling Large Databases for Association Rules	1996	VLDB	0.00022304724
9,962	Parallel Rule Discovery from Large Datasets by Sampling	2022	SIGMOD	4.2254157e-05
11,004	Capturing More Associations by Referencing External Graphs	2024	VLDB	4.1905499e-05