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Crowd-Based Deduplication: An Adaptive Approach

Summary: ACD adapts correlation clustering to crowd-based deduplication, with techniques to speed crowd work and postprocess for higher accuracy. MTurk experiments show higher precision than state-of-the-art with moderate crowdsourcing overhead. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4960
Venue
SIGMOD
Year
2015
Pagerank
6.0400801e-05
Overall Rank
4,617 | 67.92%
DOI
10.1145/2723372.2723739

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Showing 11 of 11 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 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
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051273089
150 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00041081536
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
266 Human-powered Sorts and Joins 2012 VLDB 0.00029884758
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
686 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00018107664
854 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00015879917
863 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015793243
942 Framework for Evaluating Clustering Algorithms in Duplicate Detection 2009 VLDB 0.00015143877
1,154 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00013616867
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011685731
1,842 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010342022
1,883 CrowdDB: Query Processing with the VLDB Crowd 2011 VLDB 0.00010208032
3,104 Crowd Mining 2013 SIGMOD 7.5577057e-05
4,181 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.3725128e-05
5,789 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3248395e-05
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Overall Rank Paper Year Venue Pagerank
11,796 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 4.1905499e-05
4,414 CrowdMatcher: Crowd-Assisted Schema Matching 2014 SIGMOD 6.1975384e-05
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
6,047 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 5.2355891e-05
279 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.00029141798
906 Fusing Data with Correlations 2014 SIGMOD 0.00015420344
3,366 Modeling and Querying Possible Repairs in Duplicate Detection 2009 VLDB 7.1671634e-05
942 Framework for Evaluating Clustering Algorithms in Duplicate Detection 2009 VLDB 0.00015143877
3,526 Distributed Data Deduplication 2016 VLDB 7.0056559e-05
2,385 Leveraging Aggregate Constraints For Deduplication 2007 SIGMOD 8.9167648e-05