MDedup: Duplicate Detection with Matching Dependencies

Summary: MDedup uses automatically discovered matching dependencies (MDs) for domain-free duplicate detection. A trained model selects MD-based rules from features and gold standards, with boosting to improve recall, achieving up to 94% F-measure and 100% precision. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12269
Venue: VLDB
Year: 2020
Pagerank: 5.2405269e-05
Overall Rank: 6,042 | 57.97%
DOI: 10.14778/3377369.3377379

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,837	Entity Resolution with Hierarchical Graph Attention Networks	2022	SIGMOD	5.8892326e-05
5,978	Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond	2021	SIGMOD	5.2453012e-05
7,867	Learning Over Dirty Data Without Cleaning	2020	SIGMOD	4.6320452e-05
9,355	Discovering Top-k Rules using Subjective and Objective Criteria	2023	SIGMOD	4.3514328e-05
9,749	Efficient Differential Dependency Discovery	2024	VLDB	4.2897489e-05
9,847	Discovering Top-k Relevant and Diversified Rules	2024	SIGMOD	4.2721228e-05
9,963	Parallel Rule Discovery from Large Datasets by Sampling	2022	SIGMOD	4.2294678e-05
10,489	Incremental Rule Discovery in Response to Parameter Updates	2025	SIGMOD	4.1945683e-05
10,617	Deduplicated Sampling On-Demand	2025	VLDB	4.1945683e-05
11,054	Enriching Relations with Additional Attributes for ER	2024	VLDB	4.1945683e-05
11,223	Splitting Tuples of Mismatched Entities	2023	SIGMOD	4.1945683e-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
254	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030540555
300	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028441466
560	Dependencies Revisited for Improving Data Quality	2008	PODS	0.00020141923
691	AJAX: An Extensible Data Cleaning Tool	2000	SIGMOD	0.00018086135
754	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017117211
1,345	Entity Matching: How Similar Is Similar	2011	VLDB	0.00012468408
1,831	Synthesizing Entity Matching Rules by Examples	2018	VLDB	0.00010384082
2,038	The return of JedAI: End-to-End Entity Resolution for Structured and Semi-Structured Data	2018	VLDB	9.7098952e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
9,487	Making It Tractable to Catch Duplicates and Conflicts in Graphs	2023	SIGMOD	4.3341665e-05
221	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033121824
2,386	Leveraging Aggregate Constraints For Deduplication	2007	SIGMOD	8.9231895e-05
6,553	How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses	2024	VLDB	5.0157344e-05
2,589	DogmatiX Tracks down Duplicates in XML	2005	SIGMOD	8.4847146e-05
4,619	Crowd-Based Deduplication: An Adaptive Approach	2015	SIGMOD	6.0444854e-05
5,235	Industry-Scale Duplicate Detection	2008	VLDB	5.6115647e-05
936	Framework for Evaluating Clustering Algorithms in Duplicate Detection	2009	VLDB	0.0001521549
3,360	Modeling and Querying Possible Repairs in Duplicate Detection	2009	VLDB	7.1742067e-05
280	Eliminating Fuzzy Duplicates in Data Warehouses	2002	VLDB	0.00029113044