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: 4805
Venue: SIGMOD
Year: 2014
Pagerank: 0.00015420344
Overall Rank: 906 | 93.71%
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
252	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030532082
1,218	Snuba: Automating Weak Supervision to Label Training Data	2019	VLDB	0.00013221309
2,111	Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets	2016	SIGMOD	9.5276068e-05
2,422	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8452901e-05
3,268	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3027561e-05
3,502	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0333e-05
4,471	GOGGLES: Automatic Image Labeling with Affinity Coding	2020	SIGMOD	6.1496765e-05
4,502	Possible and Certain SQL Keys	2015	VLDB	6.1322784e-05
6,555	Knowledge Verification for Long-Tail Verticals	2017	VLDB	5.0076317e-05
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9230376e-05
8,681	NLC: Search Correlated Window Pairs on Long Time Series	2022	VLDB	4.4633063e-05
11,903	Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration	2015	CIDR	4.1905499e-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
372	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025371138
853	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015892569
1,214	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013246179
1,245	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.00013080304
2,453	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	8.7815427e-05
2,563	FuSem – Exploring Different Semantics of Data Fusion	2007	VLDB	8.5371249e-05
2,682	Online Data Fusion	2011	VLDB	8.3166884e-05
4,102	Less is More: Selecting Sources Wisely for Integration	2013	VLDB	6.4462412e-05
5,095	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.6967761e-05
7,228	Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence	2009	CIDR	4.7903974e-05
12,186	Large-Scale Copy Detection	2011	SIGMOD	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
11,778	Staging User Feedback toward Rapid Conflict Resolution in Data Fusion	2017	SIGMOD	4.1905499e-05
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9230376e-05
4,617	Crowd-Based Deduplication: An Adaptive Approach	2015	SIGMOD	6.0400801e-05
372	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025371138
2,607	Extraction and Integration of Partially Overlapping Web Sources	2013	VLDB	8.4615436e-05
3,827	Correlation Sketches for Approximate Join-Correlation Queries	2021	SIGMOD	6.7195959e-05
2,682	Online Data Fusion	2011	VLDB	8.3166884e-05
5,095	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.6967761e-05
2,422	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8452901e-05
853	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015892569