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Data Integration and Machine Learning: A Natural Synergy

Summary: Tutorial on Data Integration and Machine Learning: ML-powered data integration and human-in-the-loop pipelines; clean, relevant data for ML. Three: ML in data integration; data integration for ML analytics; open challenges at the data-integration–ML frontier. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h7961359e317b83ef
Venue
VLDB
Year
2018
Pagerank
5.5123601e-05
Overall Rank
7,438 | 50.15%
DOI
10.14778/3229863.3229876
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dong_vldb18,
        title = {{Data Integration and Machine Learning: A Natural Synergy}},
        author = {Dong, Xin Luna and Rekatsinas, Theodoros},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {12},
        pages = {2094--2097},
        doi = {10.14778/3229863.3229876},
        url = {https://doi.org/10.14778/3229863.3229876},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028049555
200 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025443474
206 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.00025121652
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023265795
422 Big Data Integration 2013 VLDB 0.00018451149
434 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018323777
512 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017036842
516 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00016963937
621 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015460277
886 Framework for Evaluating Clustering Algorithms in Duplicate Detection 2009 VLDB 0.00013215874
939 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00012945534
1,037 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012357454
1,151 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.000117662
1,650 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9690948e-05
1,761 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 9.6966864e-05
1,844 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.5112726e-05
2,396 From Data Fusion to Knowledge Fusion 2014 VLDB 8.5109743e-05
2,942 Fonduer: Knowledge Base Construction from Richly Formatted Data 2018 SIGMOD 7.8171618e-05
3,414 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 7.3058225e-05
3,556 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.187165e-05
3,797 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.9951279e-05
6,412 CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web 2018 VLDB 5.7765809e-05
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