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: 11720
Venue: VLDB
Year: 2018
Pagerank: 4.7867685e-05
Overall Rank: 7,241 | 49.68%
DOI: 10.14778/3229863.3229876

Incoming Non-self Citations Over Time

Authors

1. Xin Luna Dong
2. Theodoros Rekatsinas

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,526	Data Collection and Quality Challenges for Deep Learning	2020	VLDB	5.0219175e-05
7,303	DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines	2022	CIDR	4.7632836e-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
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
198	Declarative Data Cleaning: Language, Model, and Algorithms	2001	VLDB	0.0003505869
252	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030532082
293	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028661817
318	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027850417
394	Big Data Integration	2013	VLDB	0.0002447017
488	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00022029993
609	Goods: Organizing Google's Datasets	2016	SIGMOD	0.00019223217
641	Corleone: Hands-Off Crowdsourcing for Entity Matching	2014	SIGMOD	0.00018759417
799	Entity Resolution: Theory, Practice & Open Challenges	2012	VLDB	0.00016479804
942	Framework for Evaluating Clustering Algorithms in Duplicate Detection	2009	VLDB	0.00015143877
1,214	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013246179
1,370	Answering Table Queries on the Web using Column Keywords	2012	VLDB	0.00012339543
1,422	Data Management Challenges in Production Machine Learning	2017	SIGMOD	0.00012050431
2,129	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.4799835e-05
2,176	Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services	2017	SIGMOD	9.3729351e-05
2,422	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8452901e-05
2,453	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	8.7815427e-05
3,305	Fonduer: Knowledge Base Construction from Richly Formatted Data	2018	SIGMOD	7.2417724e-05
3,502	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0333e-05
3,900	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	6.649432e-05
4,112	Waldo: An Adaptive Human Interface for Crowd Entity Resolution	2017	SIGMOD	6.4329055e-05
6,407	CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web	2018	VLDB	5.0691335e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,422	Data Management Challenges in Production Machine Learning	2017	SIGMOD	0.00012050431
7,652	Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward	2021	VLDB	4.6831938e-05
4,913	Machine Learning for Big Data	2013	SIGMOD	5.8320287e-05
13,257	Deep Data Integration	2021	SIGMOD	-
47	Data Integration: A Theoretical Perspective	2002	PODS	0.00069691761
394	Big Data Integration	2013	VLDB	0.0002447017
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
9,776	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2815042e-05
5,982	Responsible Data Integration: Next-generation Challenges	2022	SIGMOD	5.2409386e-05
4,596	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.0540725e-05