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: 5.5332662e-05
Overall Rank: 7,415 | 50.15%
DOI: 10.14778/3229863.3229876

Incoming Non-self Citations Over Time

Authors

1. Xin Luna Dong (Amazon)
2. Theodoros Rekatsinas (University of Wisconsin)

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.

Rank	Citing Paper	Year	Venue	Pagerank
5,071	Data Collection and Quality Challenges for Deep Learning	2020	VLDB	6.2879908e-05
6,878	DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines	2022	CIDR	5.657878e-05

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
104	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00033690989
158	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028046388
204	Declarative Data Cleaning: Language, Model, and Algorithms	2001	VLDB	0.00025190386
205	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00025181304
244	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00023314591
427	Big Data Integration	2013	VLDB	0.00018465558
433	Corleone: Hands-Off Crowdsourcing for Entity Matching	2014	SIGMOD	0.00018332741
509	Goods: Organizing Google's Datasets	2016	SIGMOD	0.00017071087
514	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00017006745
623	Entity Resolution: Theory, Practice & Open Challenges	2012	VLDB	0.00015483844
885	Framework for Evaluating Clustering Algorithms in Duplicate Detection	2009	VLDB	0.00013260551
938	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00012973266
1,053	Answering Table Queries on the Web using Column Keywords	2012	VLDB	0.00012274222
1,153	Data Management Challenges in Production Machine Learning	2017	SIGMOD	0.00011798912
1,654	Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services	2017	SIGMOD	9.9739611e-05
1,754	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	9.7241105e-05
1,833	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.5405247e-05
2,392	From Data Fusion to Knowledge Fusion	2014	VLDB	8.5332502e-05
3,061	Fonduer: Knowledge Base Construction from Richly Formatted Data	2018	SIGMOD	7.6927483e-05
3,409	Waldo: An Adaptive Human Interface for Crowd Entity Resolution	2017	SIGMOD	7.3264601e-05
3,552	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.2097862e-05
3,791	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	7.0189865e-05
6,398	CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web	2018	VLDB	5.7984902e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	1,153	Data Management Challenges in Production Machine Learning	2017	SIGMOD
2	7,806	Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward	2021	VLDB
3	4,938	Machine Learning for Big Data	2013	SIGMOD
4	13,761	Deep Data Integration	2021	SIGMOD
5	24	Data Integration: A Theoretical Perspective	2002	PODS
6	427	Big Data Integration	2013	VLDB
7	1,255	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD
8	10,112	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB
9	5,609	Responsible Data Integration: Next-generation Challenges	2022	SIGMOD
10	4,171	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD