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Data Integration with Uncertainty

Summary: Introduces probabilistic schema mappings to model uncertainty in mediated-schema correspondences, distinguishing by-table and by-tuple semantics. Develops query-answering complexity/algorithms and efficient top-k retrieval under approximate mappings. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h4280d735ffc3d40a
Venue
VLDB
Year
2007
Pagerank
0.00014552507
Overall Rank
715 | 95.20%
DOI
10.14778/1325851.1325867

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dong_vldb07,
        title = {{Data Integration with Uncertainty}},
        author = {Dong, Xin and Halevy, Alon Y. and Yu, Cong},
        journal = {PVLDB},
        series = {{VLDB} '07},
        volume = {1},
        number = {1},
        pages = {687--698},
        doi = {10.14778/1325851.1325867},
        url = {https://doi.org/10.14778/1325851.1325867},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

Showing 36 of 36 citing papers.

Rank Citing Paper Year Venue Pagerank
1,360 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00010913787
1,615 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010062545
1,668 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 9.9333074e-05
3,543 Interactive Data Integration through Smart Copy & Paste 2009 CIDR 7.2120535e-05
3,580 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB 7.1897827e-05
4,260 Multilingual Schema Matching for Wikipedia Infoboxes 2012 VLDB 6.6961202e-05
4,604 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.504145e-05
4,663 CrowdMatcher: Crowd-Assisted Schema Matching 2014 SIGMOD 6.4785747e-05
4,850 Probabilistic String Similarity Joins 2010 SIGMOD 6.3779476e-05
5,526 A First Tutorial on Dataspaces 2008 VLDB 6.0922984e-05
5,589 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.0720026e-05
5,652 Foundations of Uncertain-Data Integration 2010 VLDB 6.0492525e-05
5,781 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 5.9947648e-05
6,105 From Information to Knowledge: Harvesting Entities and Relationships from Web Sources 2010 PODS 5.8836889e-05
6,450 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.7796344e-05
6,888 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.653972e-05
7,067 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 5.6066383e-05
7,170 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.5922367e-05
7,431 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 5.528036e-05
8,003 Set Similarity Join on Probabilistic Data 2010 VLDB 5.4078515e-05
8,198 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 5.3785339e-05
9,058 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 5.2280669e-05
9,107 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 5.2258409e-05
9,197 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 5.208891e-05
12,131 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.9769913e-05
12,209 (Artificial) Mind over Matter: Integrating Humans and Algorithms in Solving Matching Problems 2018 SIGMOD 4.9769913e-05
12,391 Looking at Everything in Context 2015 CIDR 4.9769913e-05
12,393 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.9769913e-05
12,426 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.9769913e-05
12,622 Answering Queries using Views over Probabilistic XML: Complexity and Tractability 2012 VLDB 4.9769913e-05
12,663 Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables 2011 SIGMOD 4.9769913e-05
12,714 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9769913e-05
12,715 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD 4.9769913e-05
12,864 UQBE: Uncertain Query By Example for Web Service Mashup 2008 SIGMOD 4.9769913e-05
12,867 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.9769913e-05
12,896 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010679903
24 Data Integration: A Theoretical Perspective 2002 PODS 0.00055018384
38 DISCOVER: Keyword Search in Relational Databases 2002 VLDB 0.00047373961
84 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00035960573
238 Complexity of Answering Queries Using Materialized Views 1998 PODS 0.00023580688
824 Data Integration: The Teenage Years 2006 VLDB 0.00013641217
1,114 Principles of Dataspace Systems 2006 PODS 0.00011959287
1,898 Using Probabilistic Information in Data Integration 1997 VLDB 9.4059662e-05
2,276 A Platform for Personal Information Management and Integration 2005 CIDR 8.7080472e-05
2,562 Foundations of Probabilistic Answers to Queries 2005 SIGMOD 8.2936242e-05
3,745 Enterprise Information Integration: Successes, Challenges and Controversies 2005 SIGMOD 7.0527452e-05
3,784 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 7.0197908e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 12,715 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD
2 2,718 Answering Queries from Statistics and Probabilistic Views 2005 VLDB
3 1,615 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD
4 690 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB
5 3,107 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD
6 9,382 Query-Guided Resolution in Uncertain Databases 2023 SIGMOD
7 4,604 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB
8 3,580 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB
9 4,870 Uncertainty Annotated Databases - A Lightweight Approach for Approximating Certain Answers 2019 SIGMOD
10 8,435 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD