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Human-in-the-loop Data Integration

Summary: Hybrid human–machine data integration for entity matching: learned similarity/knowledge rules and distributed in-memory candidate generation (DIMA) precede crowd verification. CDB selects, infers via transitivity/partial orders, and refines uncertain judgments through SQL-like crowd queries. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
ha0e4f42f243ca4f6
Venue
VLDB
Year
2017
Pagerank
5.7962311e-05
Overall Rank
6,400 | 56.99%
DOI
10.14778/3137765.3137833

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{li_vldb17,
        title = {{Human-in-the-loop Data Integration}},
        author = {Li, Guoliang},
        journal = {PVLDB},
        series = {{VLDB} '17},
        volume = {10},
        number = {12},
        pages = {2006--2009},
        doi = {10.14778/3137765.3137833},
        url = {https://doi.org/10.14778/3137765.3137833},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
437 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00018310278
2,160 Open Data Integration 2018 VLDB 8.9373643e-05
2,908 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.8716173e-05
7,054 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 5.6101007e-05
7,263 Entity Resolution On-Demand 2022 VLDB 5.5693872e-05
9,573 Deduplicated Sampling On-Demand 2025 VLDB 5.154741e-05
10,250 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 5.0501823e-05
10,701 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.9769913e-05
10,782 Human-Centered Exploration of Table Unionability 2026 VLDB 4.9769913e-05
12,218 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.9769913e-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
92 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034670735
168 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00027151132
198 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025546182
201 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025319937
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022958404
266 Human-powered Sorts and Joins 2012 VLDB 0.00022735106
360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020001237
433 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018324965
530 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00016847532
750 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00014258988
871 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013338722
929 Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints 2008 VLDB 0.00013014029
934 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00012998402
965 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012810695
987 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00012655094
990 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012643446
1,249 Entity Matching: How Similar Is Similar 2011 VLDB 0.00011342019
1,307 Entity Resolution with Iterative Blocking 2009 SIGMOD 0.00011078699
1,421 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010722146
1,655 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9694129e-05
1,922 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.3726231e-05
1,926 Counting with the Crowd 2013 VLDB 9.3636304e-05
1,934 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.341845e-05
2,223 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.8105347e-05
2,275 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.7080833e-05
2,430 Deco: A System for Declarative Crowdsourcing 2012 VLDB 8.4763599e-05
2,653 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 8.1693619e-05
3,173 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.5655739e-05
3,199 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5419863e-05
3,274 Large-Scale Collective Entity Matching 2011 VLDB 7.4675244e-05
3,325 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.4256866e-05
3,350 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3875743e-05
3,740 BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution 2016 VLDB 7.0594489e-05
3,840 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.988858e-05
4,053 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8253348e-05
4,604 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.504145e-05
4,625 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.4948389e-05
5,914 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.9472869e-05
6,315 Putting Context into Schema Matching 2006 VLDB 5.8144467e-05
7,032 Efficient Similarity Join and Search on Multi-Attribute Data 2015 SIGMOD 5.6147056e-05
7,716 Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases 2013 VLDB 5.4692136e-05
9,591 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 5.154741e-05
9,886 META: An Efficient Matching-Based Method for Error-Tolerant Autocompletion 2016 VLDB 5.115241e-05
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