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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
4294
Venue
SIGMOD
Year
2010
Pagerank
0.00021474096
Overall Rank
507 | 96.48%
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
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
799 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016479804
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
3,020 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.6987905e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
3,144 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4844943e-05
3,749 Learning Expressive Linkage Rules using Genetic Programming 2012 VLDB 6.7868937e-05
3,998 MaskIt: Privately Releasing User Context Streams for Personalized Mobile Applications 2012 SIGMOD 6.5439912e-05
4,112 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 6.4329055e-05
4,617 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0400801e-05
4,662 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.006757e-05
5,031 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 5.7433161e-05
5,034 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.741974e-05
5,563 Big Graphs: Challenges and Opportunities 2022 VLDB 5.4328211e-05
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-05
6,507 Expand your Training Limits! Generating Training Data for ML-based Data Management 2021 SIGMOD 5.0273414e-05
6,691 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9573939e-05
7,342 Linking Temporal Records for Profiling Entities 2015 SIGMOD 4.751696e-05
7,647 User Guidance for Efficient Fact Checking 2019 VLDB 4.6844821e-05
8,358 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 4.5324924e-05
9,415 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3399748e-05
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
9,489 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 4.3300131e-05
9,895 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2559233e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1905499e-05
11,225 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1905499e-05
11,441 New Algorithms for Monotone Classification 2021 PODS 4.1905499e-05
12,202 Web Scale Taxonomy Cleansing 2011 VLDB 4.1905499e-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 0.00061419648
125 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00044946098
228 Reference Reconciliation in Complex Information Spaces 2005 SIGMOD 0.00032266415
248 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030888982
264 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029950264
279 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.00029141798
1,203 VGRAM: Improving Performance of Approximate Queries on String Collections Using Variable-Length Grams 2007 VLDB 0.00013317317
1,530 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011483613
3,258 Benchmarking Declarative Approximate Selection Predicates 2007 SIGMOD 7.3129307e-05
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Overall Rank Paper Year Venue Pagerank
3,137 Behavior Based Record Linkage 2010 VLDB 7.4921276e-05
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1,530 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011483613
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
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