Fusing Data with Correlations

Summary: Models correlations among sources beyond simple copying (positive/negative, cross-domain, extractor rules) to improve truth discovery in web-harvested data. Evaluated on three real/synthetic datasets, it outperforms state-of-the-art methods by robustly fusing noisy, conflicting web data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4804
Venue: SIGMOD
Year: 2014
Pagerank: 0.00015431241
Overall Rank: 908 | 93.69%
DOI: 10.1145/2588555.2593764

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
254	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030540555
1,215	Snuba: Automating Weak Supervision to Label Training Data	2019	VLDB	0.0001323375
2,104	Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets	2016	SIGMOD	9.536298e-05
2,420	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8530994e-05
3,263	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3097573e-05
3,495	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0400666e-05
4,471	GOGGLES: Automatic Image Labeling with Affinity Coding	2020	SIGMOD	6.1555681e-05
4,499	Possible and Certain SQL Keys	2015	VLDB	6.1385333e-05
6,557	Knowledge Verification for Long-Tail Verticals	2017	VLDB	5.0124455e-05
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9277708e-05
8,685	NLC: Search Correlated Window Pairs on Long Time Series	2022	VLDB	4.4675898e-05
11,895	Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration	2015	CIDR	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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
1,246	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.0001307161
2,452	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	8.7839322e-05
2,559	FuSem – Exploring Different Semantics of Data Fusion	2007	VLDB	8.5441188e-05
2,686	Online Data Fusion	2011	VLDB	8.3053595e-05
4,101	Less is More: Selecting Sources Wisely for Integration	2013	VLDB	6.4523909e-05
5,094	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.7023083e-05
7,229	Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence	2009	CIDR	4.7950172e-05
12,178	Large-Scale Copy Detection	2011	SIGMOD	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9277708e-05
11,770	Staging User Feedback toward Rapid Conflict Resolution in Data Fusion	2017	SIGMOD	4.1945683e-05
4,619	Crowd-Based Deduplication: An Adaptive Approach	2015	SIGMOD	6.0444854e-05
371	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025389696
2,617	Extraction and Integration of Partially Overlapping Web Sources	2013	VLDB	8.4462621e-05
3,824	Correlation Sketches for Approximate Join-Correlation Queries	2021	SIGMOD	6.7260705e-05
2,686	Online Data Fusion	2011	VLDB	8.3053595e-05
5,094	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.7023083e-05
2,420	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8530994e-05
855	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015906735