Database Paper Browser

Back to papers

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
11719
Venue
VLDB
Year
2018
Pagerank
4.7913666e-05
Overall Rank
7,243 | 49.62%
DOI
10.14778/3229863.3229876

Incoming Non-self Citations Over Time

Authors

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 5.0267429e-05
7,306 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 4.7678574e-05
Previous Page 1 / 1 Next

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 0.00035728858
199 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.00035041015
254 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00030540555
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
319 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027781866
398 Big Data Integration 2013 VLDB 0.00024372588
489 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00022030728
610 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00019232674
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
814 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016370594
936 Framework for Evaluating Clustering Algorithms in Duplicate Detection 2009 VLDB 0.0001521549
1,211 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00013257101
1,367 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012349783
1,420 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012057956
2,126 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.4887794e-05
2,175 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3644117e-05
2,420 From Data Fusion to Knowledge Fusion 2014 VLDB 8.8530994e-05
2,452 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 8.7839322e-05
3,303 Fonduer: Knowledge Base Construction from Richly Formatted Data 2018 SIGMOD 7.2487486e-05
3,495 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.0400666e-05
3,897 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.6554845e-05
4,126 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 6.4314729e-05
6,412 CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web 2018 VLDB 5.0740036e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,420 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012057956
7,655 Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward 2021 VLDB 4.6872456e-05
4,906 Machine Learning for Big Data 2013 SIGMOD 5.8389053e-05
13,244 Deep Data Integration 2021 SIGMOD -
48 Data Integration: A Theoretical Perspective 2002 PODS 0.00069720859
398 Big Data Integration 2013 VLDB 0.00024372588
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
9,777 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 4.2856106e-05
5,976 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.245976e-05
4,607 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0538827e-05