Fast Algorithms for Denial Constraint Discovery

Summary: Suite of fast DC-discovery algorithms that accelerate the expensive intermediate construction using a parallel pipeline, custom data representations, and indexes. For enumeration they use inverted indexes, pruning, parallel search and hybridization with prior methods, yielding up to an order-of-magnitude speedups. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13323
Venue: VLDB
Year: 2023
Pagerank: 5.0439835e-05
Overall Rank: 6,470 | 55.04%
DOI: 10.14778/3574245.3574254

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,470	Rapidash: Efficient Detection of Constraint Violations	2024	VLDB	4.4993203e-05
9,748	Efficient Differential Dependency Discovery	2024	VLDB	4.2856385e-05
10,081	From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies	2026	SIGMOD	4.1905499e-05
10,595	Efficient Discovery of Relaxed Functional Dependencies	2025	VLDB	4.1905499e-05
10,684	Meaningful Data Erasure in the Presence of Dependencies	2025	VLDB	4.1905499e-05
10,687	How and Why False Denial Constraints are Discovered	2025	VLDB	4.1905499e-05
11,013	Mixed Covers of Keys and Functional Dependencies for Maintaining the Integrity of Data under Updates	2024	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
556	Discovering Denial Constraints	2013	VLDB	0.00020214701
1,300	Reducing the Storage Overhead of Main-Memory OLTP Databases with Hybrid Indexes	2016	SIGMOD	0.00012711153
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
3,824	Embedded Functional Dependencies and Data-completeness Tailored Database Design	2019	VLDB	6.7233576e-05
4,271	Cleaning Denial Constraint Violations through Relaxation	2020	SIGMOD	6.2943273e-05
5,316	Cuckoo Index: A Lightweight Secondary Index Structure	2020	VLDB	5.5688295e-05
6,544	Properties of Inconsistency Measures for Databases	2021	SIGMOD	5.013741e-05
7,666	Fast Detection of Denial Constraint Violations	2022	VLDB	4.6792751e-05
8,148	Evaluating Top-k Queries with Inconsistency Degrees	2020	VLDB	4.5717374e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
6,691	Parallel Discrepancy Detection and Incremental Detection	2021	VLDB	4.9573939e-05
9,480	Incremental Detection of Denial Constraint Violations	2025	VLDB	4.3300131e-05
3,448	Approximate Denial Constraints	2020	VLDB	7.081095e-05
10,687	How and Why False Denial Constraints are Discovered	2025	VLDB	4.1905499e-05
8,470	Rapidash: Efficient Detection of Constraint Violations	2024	VLDB	4.4993203e-05
556	Discovering Denial Constraints	2013	VLDB	0.00020214701
7,666	Fast Detection of Denial Constraint Violations	2022	VLDB	4.6792751e-05
2,258	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1804145e-05
8,836	Fast Approximate Denial Constraint Discovery	2023	VLDB	4.4350633e-05
2,484	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6737275e-05