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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
9979
Venue
VLDB
Year
2009
Pagerank
0.00015906735
Overall Rank
855 | 94.06%
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
371 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00025389696
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
1,246 Truth Discovery and Copying Detection in a Dynamic World 2009 VLDB 0.0001307161
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011694982
2,173 Querying Data Provenance 2010 SIGMOD 9.3676609e-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
2,452 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 8.7839322e-05
2,567 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.5239306e-05
2,686 Online Data Fusion 2011 VLDB 8.3053595e-05
3,495 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.0400666e-05
3,711 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 6.823609e-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
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
5,405 Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective 2015 VLDB 5.5257718e-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
6,810 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 4.9203397e-05
7,029 Computational Fact Checking: A Content Management Perspective 2018 VLDB 4.8563777e-05
7,345 Linking Temporal Records for Profiling Entities 2015 SIGMOD 4.756212e-05
7,549 SOLOMON: Seeking the Truth Via Copying Detection 2010 VLDB 4.7137426e-05
8,765 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 4.456315e-05
9,054 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 4.4039656e-05
9,137 Combating Fake News: A Data Management and Mining Perspective 2019 VLDB 4.3881065e-05
9,301 Repairing Data through Regular Expressions 2016 VLDB 4.3587281e-05
9,427 A Generic Framework for Handling Uncertain Data with Local Correlations 2011 VLDB 4.3441378e-05
10,965 High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors 2024 SIGMOD 4.1945683e-05
11,006 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 4.1945683e-05
11,183 Matching Roles from Temporal Data 2023 SIGMOD 4.1945683e-05
11,770 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.1945683e-05
11,799 Truth Discovery for Spatio-Temporal Events from Crowdsourced Data 2017 VLDB 4.1945683e-05
11,895 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.1945683e-05
12,085 Aggregating Semantic Annotators 2013 VLDB 4.1945683e-05
12,178 Large-Scale Copy Detection 2011 SIGMOD 4.1945683e-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
705 Winnowing: Local Algorithms for Document Fingerprinting 2003 SIGMOD 0.00017864657
809 Curated Databases 2008 PODS 0.00016430384
7,229 Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence 2009 CIDR 4.7950172e-05
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