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On Active Learning of Record Matching Packages

Summary: Active learning for record matching: selective labeling to train a classifier. New algorithms exploit record-matching structure to guarantee quality and scalability; real-world experiments validate effectiveness. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4293
Venue
SIGMOD
Year
2010
Pagerank
0.00021409518
Overall Rank
509 | 96.47%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
712 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017732426
814 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016370594
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013096655
2,767 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1513883e-05
3,118 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.5379338e-05
3,140 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.4841763e-05
3,142 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4815444e-05
3,744 Learning Expressive Linkage Rules using Genetic Programming 2012 VLDB 6.7932071e-05
3,996 MaskIt: Privately Releasing User Context Streams for Personalized Mobile Applications 2012 SIGMOD 6.5502886e-05
4,126 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 6.4314729e-05
4,619 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0444854e-05
4,665 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.0125329e-05
5,032 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 5.748807e-05
5,282 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.5864206e-05
5,941 Big Graphs: Challenges and Opportunities 2022 VLDB 5.2635446e-05
5,978 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2453012e-05
6,519 Expand your Training Limits! Generating Training Data for ML-based Data Management 2021 SIGMOD 5.0316686e-05
6,690 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9621556e-05
7,345 Linking Temporal Records for Profiling Entities 2015 SIGMOD 4.756212e-05
7,648 User Guidance for Efficient Fact Checking 2019 VLDB 4.6889787e-05
8,362 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 4.5366717e-05
9,409 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3441378e-05
9,434 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3430376e-05
9,487 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 4.3341665e-05
9,896 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2600049e-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
11,438 New Algorithms for Monotone Classification 2021 PODS 4.1945683e-05
12,194 Web Scale Taxonomy Cleansing 2011 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank Cited Paper Year Venue Pagerank
67 The Merge/Purge Problem for Large Databases 1995 SIGMOD 0.00061348205
125 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00044847972
229 Reference Reconciliation in Complex Information Spaces 2005 SIGMOD 0.00032242633
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
266 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029718727
280 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.00029113044
1,202 VGRAM: Improving Performance of Approximate Queries on String Collections Using Variable-Length Grams 2007 VLDB 0.00013326298
1,533 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011471971
3,267 Benchmarking Declarative Approximate Selection Predicates 2007 SIGMOD 7.3058429e-05
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Overall Rank Paper Year Venue Pagerank
3,130 Behavior Based Record Linkage 2010 VLDB 7.4993061e-05
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1,533 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011471971
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05
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