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: 7235
Venue: SIGMOD
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,489 | 27.03%
DOI: 10.1145/3725312

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Rank	Citing Paper	Year	Venue	Pagerank

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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	0.00067660624
181	Mining Frequent Patterns without Candidate Generation	2000	SIGMOD	0.00036992674
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
319	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027781866
473	Sampling Large Databases for Association Rules	1996	VLDB	0.0002233798
894	A Hybrid Approach to Functional Dependency Discovery	2016	SIGMOD	0.00015556428
1,188	On Generating Near-Optimal Tableaux for Conditional Functional Dependencies	2008	VLDB	0.00013441729
1,831	Synthesizing Entity Matching Rules by Examples	2018	VLDB	0.00010384082
2,077	Efficient Discovery of Approximate Dependencies	2018	VLDB	9.6001836e-05
2,253	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1937209e-05
2,483	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6864916e-05
3,440	Approximate Denial Constraints	2020	VLDB	7.0918817e-05
4,056	On the Complexity of Query Result Diversification	2013	VLDB	6.4883623e-05
4,127	A Statistical Perspective on Discovering Functional Dependencies in Noisy Data	2020	SIGMOD	6.4310458e-05
4,205	Association Rules with Graph Patterns	2015	VLDB	6.3597474e-05
4,402	Smurf: Self-Service String Matching Using Random Forests	2019	VLDB	6.2195162e-05
5,252	Error-bounded Sampling for Analytics on Big Sparse Data	2014	VLDB	5.6024389e-05
5,292	Incrementalizing Graph Algorithms	2021	SIGMOD	5.5816687e-05
6,042	MDedup: Duplicate Detection with Matching Dependencies	2020	VLDB	5.2405269e-05
6,690	Parallel Discrepancy Detection and Incremental Detection	2021	VLDB	4.9621556e-05
6,756	Fast Incremental Discovery of Pointwise Order Dependencies	2020	VLDB	4.9379361e-05
9,355	Discovering Top-k Rules using Subjective and Objective Criteria	2023	SIGMOD	4.3514328e-05
9,434	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3430376e-05
9,963	Parallel Rule Discovery from Large Datasets by Sampling	2022	SIGMOD	4.2294678e-05
11,001	Capturing More Associations by Referencing External Graphs	2024	VLDB	4.1945683e-05
11,223	Splitting Tuples of Mismatched Entities	2023	SIGMOD	4.1945683e-05

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