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Human-in-the-loop Data Integration

Summary: Hybrid human–machine data integration for entity matching uses learned rules and DIMA to propose candidate matches. A crowd-driven selection-inference-refine workflow verifies candidates with transitivity-based inference via a SQL-like CDB on platforms. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11510
Venue
VLDB
Year
2017
Pagerank
4.6791871e-05
Overall Rank
7,667 | 46.72%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank Citing Paper Year Venue Pagerank
779 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016719473
2,737 Open Data Integration 2018 VLDB 8.2053894e-05
3,466 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.0645718e-05
6,873 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.8963037e-05
7,930 Entity Resolution On-Demand 2022 VLDB 4.6089604e-05
9,895 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2559233e-05
10,216 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.1905499e-05
10,625 Deduplicated Sampling On-Demand 2025 VLDB 4.1905499e-05
11,713 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 43 of 43 cited papers.

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

Rank Cited Paper Year Venue Pagerank
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051273089
246 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00030952631
248 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030888982
264 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029950264
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
266 Human-powered Sorts and Joins 2012 VLDB 0.00029884758
442 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00023095823
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
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
1,154 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00013616867
1,232 Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints 2008 VLDB 0.00013133604
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272
1,299 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012712766
1,338 Entity Matching: How Similar Is Similar 2011 VLDB 0.00012501156
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012215253
1,408 Entity Resolution with Iterative Blocking 2009 SIGMOD 0.00012162791
1,775 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010584816
2,012 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.8007613e-05
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
2,255 Counting with the Crowd 2013 VLDB 9.1846281e-05
2,571 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.5157375e-05
2,588 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 8.4872437e-05
2,729 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.2175463e-05
2,814 Deco: A System for Declarative Crowdsourcing 2012 VLDB 8.0807229e-05
2,944 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.8457167e-05
3,071 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 7.6120337e-05
3,268 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.3027561e-05
3,324 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.2163115e-05
3,570 Large-Scale Collective Entity Matching 2011 VLDB 6.9563715e-05
3,951 BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution 2016 VLDB 6.5919471e-05
4,016 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 6.5280895e-05
4,041 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 6.5048916e-05
4,617 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0400801e-05
5,080 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 5.7081186e-05
5,369 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 5.5436995e-05
6,289 Putting Context into Schema Matching 2006 VLDB 5.1226008e-05
6,559 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.00593e-05
7,106 Efficient Similarity Join and Search on Multi-Attribute Data 2015 SIGMOD 4.8250163e-05
7,590 Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases 2013 VLDB 4.6987033e-05
9,566 META: An Efficient Matching-Based Method for Error-Tolerant Autocompletion 2016 VLDB 4.3212967e-05
11,796 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 4.1905499e-05
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