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: 11907
Venue: VLDB
Year: 2018
Pagerank: 5.6214566e-05
Overall Rank: 7,424 | 49.07%
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
6,315	Data Collection and Quality Challenges for Deep Learning	2020	VLDB	5.915447e-05
7,160	DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines	2022	CIDR	5.6855887e-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
112	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00032801121
176	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00027191081
201	Declarative Data Cleaning: Language, Model, and Algorithms	2001	VLDB	0.00025558602
205	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00025235185
248	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00023278354
427	Big Data Integration	2013	VLDB	0.00018661543
439	Corleone: Hands-Off Crowdsourcing for Entity Matching	2014	SIGMOD	0.00018464913
514	Goods: Organizing Google's Datasets	2016	SIGMOD	0.00017178673
516	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00017171198
626	Entity Resolution: Theory, Practice & Open Challenges	2012	VLDB	0.00015656958
871	Framework for Evaluating Clustering Algorithms in Duplicate Detection	2009	VLDB	0.00013496531
955	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00012996675
1,055	Answering Table Queries on the Web using Column Keywords	2012	VLDB	0.00012389274
1,147	Data Management Challenges in Production Machine Learning	2017	SIGMOD	0.00011974846
1,643	Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services	2017	SIGMOD	0.00010134956
1,783	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	9.772895e-05
1,792	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.7436856e-05
2,351	From Data Fusion to Knowledge Fusion	2014	VLDB	8.7099618e-05
3,192	Fonduer: Knowledge Base Construction from Richly Formatted Data	2018	SIGMOD	7.65035e-05
3,495	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.3636386e-05
3,496	Waldo: An Adaptive Human Interface for Crowd Entity Resolution	2017	SIGMOD	7.3634471e-05
3,715	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	7.1763559e-05
6,320	CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web	2018	VLDB	5.9150411e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	1,147	Data Management Challenges in Production Machine Learning	2017	SIGMOD
2	7,661	Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward	2021	VLDB
3	4,859	Machine Learning for Big Data	2013	SIGMOD
4	13,447	Deep Data Integration	2021	SIGMOD
5	22	Data Integration: A Theoretical Perspective	2002	PODS
6	427	Big Data Integration	2013	VLDB
7	1,250	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD
8	9,930	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB
9	5,510	Responsible Data Integration: Next-generation Challenges	2022	SIGMOD
10	4,100	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD