Incremental Rule Discovery in Response to Parameter Updates

Summary: Incremental rule discovery under threshold changes: compute added/removed rules as sigma and/or delta change. Three incremental algorithms (Delta-sigma, Delta-delta, and both) enable bounded, parallel updates with up to 658x batch speedups on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7236
Venue: SIGMOD
Year: 2025
Pagerank: 4.1905499e-05
Overall Rank: 10,499 | 27.04%
DOI: 10.1145/3725312

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
49	Consistent Query Answers in Inconsistent Databases	1999	PODS	0.00067607389
182	Mining Frequent Patterns without Candidate Generation	2000	SIGMOD	0.00036955562
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
318	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027850417
473	Sampling Large Databases for Association Rules	1996	VLDB	0.00022304724
890	A Hybrid Approach to Functional Dependency Discovery	2016	SIGMOD	0.00015542177
1,187	On Generating Near-Optimal Tableaux for Conditional Functional Dependencies	2008	VLDB	0.00013432048
1,821	Synthesizing Entity Matching Rules by Examples	2018	VLDB	0.00010406856
2,082	Efficient Discovery of Approximate Dependencies	2018	VLDB	9.5875364e-05
2,258	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1804145e-05
2,484	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6737275e-05
3,448	Approximate Denial Constraints	2020	VLDB	7.081095e-05
4,060	On the Complexity of Query Result Diversification	2013	VLDB	6.4840236e-05
4,129	A Statistical Perspective on Discovering Functional Dependencies in Noisy Data	2020	SIGMOD	6.4208557e-05
4,397	Smurf: Self-Service String Matching Using Random Forests	2019	VLDB	6.2142485e-05
5,120	Association Rules with Graph Patterns	2015	VLDB	5.6754325e-05
5,258	Error-bounded Sampling for Analytics on Big Sparse Data	2014	VLDB	5.5973455e-05
5,266	Incrementalizing Graph Algorithms	2021	SIGMOD	5.5949839e-05
6,047	MDedup: Duplicate Detection with Matching Dependencies	2020	VLDB	5.2355891e-05
6,691	Parallel Discrepancy Detection and Incremental Detection	2021	VLDB	4.9573939e-05
6,759	Fast Incremental Discovery of Pointwise Order Dependencies	2020	VLDB	4.933198e-05
9,362	Discovering Top-k Rules using Subjective and Objective Criteria	2023	SIGMOD	4.3472627e-05
9,439	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3389137e-05
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
11,225	Splitting Tuples of Mismatched Entities	2023	SIGMOD	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
621	Improving Data Quality: Consistency and Accuracy	2007	VLDB	0.00018978331
3,535	Entity Resolution with Evolving Rules	2010	VLDB	6.996132e-05
5,627	An Adaptive Algorithm for Incremental Evaluation of Production Rules in Databases	1993	VLDB	5.403244e-05
10,549	Discovering Approximate Inclusion Dependencies	2025	VLDB	4.1905499e-05
6,759	Fast Incremental Discovery of Pointwise Order Dependencies	2020	VLDB	4.933198e-05
733	Discovering Data Quality Rules	2008	VLDB	0.00017428132
9,362	Discovering Top-k Rules using Subjective and Objective Criteria	2023	SIGMOD	4.3472627e-05
9,847	Discovering Top-k Relevant and Diversified Rules	2024	SIGMOD	4.2680295e-05
9,962	Parallel Rule Discovery from Large Datasets by Sampling	2022	SIGMOD	4.2254157e-05
6,691	Parallel Discrepancy Detection and Incremental Detection	2021	VLDB	4.9573939e-05