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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
0.00014507333
Overall Rank
718 | 95.19%
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
1,367 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00010878876
1,619 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010044303
1,673 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 9.9018228e-05
3,545 Interactive Data Integration through Smart Copy & Paste 2009 CIDR 7.1958817e-05
3,590 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB 7.166226e-05
4,261 Multilingual Schema Matching for Wikipedia Infoboxes 2012 VLDB 6.6824398e-05
4,613 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.4858366e-05
4,673 CrowdMatcher: Crowd-Assisted Schema Matching 2014 SIGMOD 6.4585127e-05
4,878 Probabilistic String Similarity Joins 2010 SIGMOD 6.3569172e-05
5,545 A First Tutorial on Dataspaces 2008 VLDB 6.0723258e-05
5,602 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.0519265e-05
5,665 Foundations of Uncertain-Data Integration 2010 VLDB 6.0292508e-05
5,796 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 5.9752115e-05
6,091 From Information to Knowledge: Harvesting Entities and Relationships from Web Sources 2010 PODS 5.8724947e-05
6,449 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.7639319e-05
6,896 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.6380737e-05
7,085 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 5.5883722e-05
7,190 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.5737453e-05
7,452 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 5.510368e-05
8,019 Set Similarity Join on Probabilistic Data 2010 VLDB 5.3900267e-05
8,212 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 5.3607873e-05
9,076 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 5.2109641e-05
9,126 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 5.208561e-05
9,221 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 5.1916672e-05
12,175 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.9605343e-05
12,252 (Artificial) Mind over Matter: Integrating Humans and Algorithms in Solving Matching Problems 2018 SIGMOD 4.9605343e-05
12,434 Looking at Everything in Context 2015 CIDR 4.9605343e-05
12,436 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.9605343e-05
12,469 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.9605343e-05
12,665 Answering Queries using Views over Probabilistic XML: Complexity and Tractability 2012 VLDB 4.9605343e-05
12,706 Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables 2011 SIGMOD 4.9605343e-05
12,757 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9605343e-05
12,758 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD 4.9605343e-05
12,907 UQBE: Uncertain Query By Example for Web Service Mashup 2008 SIGMOD 4.9605343e-05
12,910 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.9605343e-05
12,938 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.9605343e-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 0.0010688884
24 Data Integration: A Theoretical Perspective 2002 PODS 0.00055201845
38 DISCOVER: Keyword Search in Relational Databases 2002 VLDB 0.00047300197
85 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00035848027
239 Complexity of Answering Queries Using Materialized Views 1998 PODS 0.00023510465
826 Data Integration: The Teenage Years 2006 VLDB 0.00013599086
1,120 Principles of Dataspace Systems 2006 PODS 0.00011920747
1,908 Using Probabilistic Information in Data Integration 1997 VLDB 9.3791548e-05
2,291 A Platform for Personal Information Management and Integration 2005 CIDR 8.680498e-05
2,567 Foundations of Probabilistic Answers to Queries 2005 SIGMOD 8.266408e-05
3,754 Enterprise Information Integration: Successes, Challenges and Controversies 2005 SIGMOD 7.0295581e-05
3,793 Supporting Ad-hoc Ranking Aggregates 2006 SIGMOD 6.9967739e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 12,758 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD
2 2,729 Answering Queries from Statistics and Probabilistic Views 2005 VLDB
3 693 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB
4 1,619 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD
5 3,116 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD
6 9,408 Query-Guided Resolution in Uncertain Databases 2023 SIGMOD
7 4,613 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB
8 3,590 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB
9 4,892 Uncertainty Annotated Databases - A Lightweight Approach for Approximating Certain Answers 2019 SIGMOD
10 8,451 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD