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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
0.00014559092
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
1,365 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00010913898
1,615 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010067073
1,667 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 9.9378851e-05
3,543 Interactive Data Integration through Smart Copy & Paste 2009 CIDR 7.2154261e-05
3,577 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB 7.1931114e-05
4,259 Multilingual Schema Matching for Wikipedia Infoboxes 2012 VLDB 6.6992913e-05
4,602 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.5072085e-05
4,661 CrowdMatcher: Crowd-Assisted Schema Matching 2014 SIGMOD 6.4816387e-05
4,849 Probabilistic String Similarity Joins 2010 SIGMOD 6.3809679e-05
5,523 A First Tutorial on Dataspaces 2008 VLDB 6.0951795e-05
5,588 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.0748779e-05
5,651 Foundations of Uncertain-Data Integration 2010 VLDB 6.0521173e-05
5,779 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 5.9976039e-05
6,104 From Information to Knowledge: Harvesting Entities and Relationships from Web Sources 2010 PODS 5.886265e-05
6,447 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.7823613e-05
6,883 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.6565418e-05
7,065 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 5.6092852e-05
7,181 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.5923113e-05
7,427 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 5.5304729e-05
7,998 Set Similarity Join on Probabilistic Data 2010 VLDB 5.4104124e-05
8,190 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 5.3810698e-05
9,050 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 5.2305429e-05
9,097 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 5.2283159e-05
9,188 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 5.211358e-05
12,125 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.9793485e-05
12,203 (Artificial) Mind over Matter: Integrating Humans and Algorithms in Solving Matching Problems 2018 SIGMOD 4.9793485e-05
12,385 Looking at Everything in Context 2015 CIDR 4.9793485e-05
12,387 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.9793485e-05
12,420 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.9793485e-05
12,616 Answering Queries using Views over Probabilistic XML: Complexity and Tractability 2012 VLDB 4.9793485e-05
12,657 Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables 2011 SIGMOD 4.9793485e-05
12,708 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9793485e-05
12,709 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD 4.9793485e-05
12,858 UQBE: Uncertain Query By Example for Web Service Mashup 2008 SIGMOD 4.9793485e-05
12,861 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.9793485e-05
12,890 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.9793485e-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 0.0010679641
24 Data Integration: A Theoretical Perspective 2002 PODS 0.00055043581
38 DISCOVER: Keyword Search in Relational Databases 2002 VLDB 0.00047394041
84 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00035963861
238 Complexity of Answering Queries Using Materialized Views 1998 PODS 0.00023591683
824 Data Integration: The Teenage Years 2006 VLDB 0.00013646923
1,114 Principles of Dataspace Systems 2006 PODS 0.00011964697
1,895 Using Probabilistic Information in Data Integration 1997 VLDB 9.410384e-05
2,273 A Platform for Personal Information Management and Integration 2005 CIDR 8.7118476e-05
2,562 Foundations of Probabilistic Answers to Queries 2005 SIGMOD 8.297533e-05
3,744 Enterprise Information Integration: Successes, Challenges and Controversies 2005 SIGMOD 7.0560308e-05
3,782 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 7.0230959e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 12,709 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 3,105 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD
6 9,373 Query-Guided Resolution in Uncertain Databases 2023 SIGMOD
7 4,602 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB
8 3,577 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB
9 4,868 Uncertainty Annotated Databases - A Lightweight Approach for Approximating Certain Answers 2019 SIGMOD
10 8,426 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD