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Integrating Conflicting Data: The Role of Source Dependence

Summary: Truth discovery from conflicting multi-source data; dependence-aware modeling to detect copying and boost accuracy. Bayesian iterative algorithm infers inter-source dependence, separates true values from dependent false ones; extends with source accuracy and value similarity; scalable to many sources. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9980
Venue
VLDB
Year
2009
Pagerank
0.00015892569
Overall Rank
853 | 94.08%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
372 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00025371138
906 Fusing Data with Correlations 2014 SIGMOD 0.00015420344
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
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011685731
2,182 Querying Data Provenance 2010 SIGMOD 9.3596252e-05
2,366 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 8.9521259e-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
2,571 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.5157375e-05
2,682 Online Data Fusion 2011 VLDB 8.3166884e-05
3,502 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.0333e-05
3,716 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 6.8170433e-05
3,900 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.649432e-05
4,016 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 6.5280895e-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
5,411 Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective 2015 VLDB 5.5206368e-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
6,808 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 4.9155856e-05
7,031 Computational Fact Checking: A Content Management Perspective 2018 VLDB 4.8517185e-05
7,342 Linking Temporal Records for Profiling Entities 2015 SIGMOD 4.751696e-05
7,547 SOLOMON: Seeking the Truth Via Copying Detection 2010 VLDB 4.7093124e-05
8,762 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 4.4520434e-05
9,053 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 4.3997447e-05
9,137 Combating Fake News: A Data Management and Mining Perspective 2019 VLDB 4.3843441e-05
9,305 Repairing Data through Regular Expressions 2016 VLDB 4.3545508e-05
9,433 A Generic Framework for Handling Uncertain Data with Local Correlations 2011 VLDB 4.3399748e-05
10,968 High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors 2024 SIGMOD 4.1905499e-05
11,009 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 4.1905499e-05
11,186 Matching Roles from Temporal Data 2023 SIGMOD 4.1905499e-05
11,778 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.1905499e-05
11,807 Truth Discovery for Spatio-Temporal Events from Crowdsourced Data 2017 VLDB 4.1905499e-05
11,903 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.1905499e-05
12,093 Aggregating Semantic Annotators 2013 VLDB 4.1905499e-05
12,186 Large-Scale Copy Detection 2011 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank Cited Paper Year Venue Pagerank
703 Winnowing: Local Algorithms for Document Fingerprinting 2003 SIGMOD 0.0001784726
807 Curated Databases 2008 PODS 0.00016415752
7,228 Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence 2009 CIDR 4.7903974e-05
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