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Less is More: Selecting Sources Wisely for Integration

Summary: Less is more: select a subset of sources before integration to balance data quality and costs. Randomized source selection for data fusion, grounded in Marginalism, enables scalable, empirical trade-offs on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10702
Venue
VLDB
Year
2013
Pagerank
6.4523909e-05
Overall Rank
4,101 | 71.48%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank Citing Paper Year Venue Pagerank
908 Fusing Data with Correlations 2014 SIGMOD 0.00015431241
1,211 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00013257101
2,104 Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets 2016 SIGMOD 9.536298e-05
2,359 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 8.9607667e-05
2,420 From Data Fusion to Knowledge Fusion 2014 VLDB 8.8530994e-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
4,011 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 6.5343479e-05
6,354 Characterizing and Selecting Fresh Data Sources 2014 SIGMOD 5.0990729e-05
7,648 User Guidance for Efficient Fact Checking 2019 VLDB 4.6889787e-05
8,849 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 4.4369118e-05
11,895 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.1945683e-05
13,376 StoryPivot: Comparing and Contrasting Story Evolution 2015 SIGMOD -
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
371 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00025389696
855 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.00015906735
1,211 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00013257101
1,660 Data Markets in the Cloud: An Opportunity for the Database Community 2011 VLDB 0.00010979534
2,452 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 8.7839322e-05
5,927 Quality is in the Eye of the Beholder: Towards User-Centric Web-Databases 2007 SIGMOD 5.270559e-05
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