Data Integration and Machine Learning: A Natural Synergy

Summary: Tutorial on data integration–machine learning synergy, highlighting ML-driven automation and human-in-the-loop pipelines to cut costs and boost accuracy. It surveys ML-based data integration, the need for clean, integrated data for end-to-end ML, and outlines cross-domain challenges. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5587
Venue: SIGMOD
Year: 2018
Pagerank: 6.0540725e-05
Overall Rank: 4,596 | 68.06%
DOI: 10.1145/3183713.3197387

Incoming Non-self Citations Over Time

Authors

1. Xin Luna Dong
2. Theodoros Rekatsinas

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,122	SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle	2020	CIDR	9.4905306e-05
3,057	ZeroER: Entity Resolution using Zero Labeled Examples	2020	SIGMOD	7.6458287e-05
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
4,779	LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems	2021	SIGMOD	5.9259373e-05
5,872	Demonstration of Panda: A Weakly Supervised Entity Matching System	2021	VLDB	5.2908178e-05
7,634	ReStore - Neural Data Completion for Relational Databases	2021	SIGMOD	4.6866388e-05
9,415	Ground Truth Inference for Weakly Supervised Entity Matching	2023	SIGMOD	4.3399748e-05
9,776	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2815042e-05
11,508	LES3: Learning-based Exact Set Similarity Search	2021	VLDB	4.1905499e-05
11,633	Leveraging Organizational Resources to Adapt Models to New Data Modalities	2020	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 25 of 25 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
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
788	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00016618698
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
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
1,629	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011073148
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
3,107	Data X-Ray: A Diagnostic Tool for Data Errors	2015	SIGMOD	7.5549177e-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

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,422	Data Management Challenges in Production Machine Learning	2017	SIGMOD	0.00012050431
4,913	Machine Learning for Big Data	2013	SIGMOD	5.8320287e-05
7,652	Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward	2021	VLDB	4.6831938e-05
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
13,257	Deep Data Integration	2021	SIGMOD	-
5,982	Responsible Data Integration: Next-generation Challenges	2022	SIGMOD	5.2409386e-05
9,776	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2815042e-05
7,241	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB	4.7867685e-05