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Creating Probabilistic Databases from Information Extraction Models

Summary: Represents probabilistic extractions from unstructured sources as imprecise data, enabling queryable uncertainty. Proposes a joint row- and column-uncertainty model, outperforming row-only or column-only approaches, with efficient parameter learning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4f42eb08d9df7837
Venue
VLDB
Year
2006
Pagerank
0.00014739008
Overall Rank
690 | 95.37%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{gupta_vldb06,
        title = {{Creating Probabilistic Databases from Information Extraction Models}},
        author = {Gupta, Rahul and Sarawagi, Sunita},
        journal = {PVLDB},
        series = {{VLDB} '06},
        pages = {965--976},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
245 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00023251151
503 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017195428
587 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00015927027
842 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00013535734
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
1,696 Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract] 2009 VLDB 9.8500557e-05
1,919 A Web of Concepts 2009 PODS 9.3747487e-05
2,504 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3762003e-05
2,985 Materialized Views in Probabilistic Databases: For Information Exchange and Query Optimization 2007 VLDB 7.7794901e-05
3,275 Toward Best-Effort Information Extraction 2008 SIGMOD 7.4670832e-05
3,542 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.212149e-05
3,696 OLAP over Imprecise Data with Domain Constraints 2007 VLDB 7.0895753e-05
4,060 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.8225089e-05
5,024 Querying Probabilistic Information Extraction 2010 VLDB 6.3081571e-05
5,589 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.0720026e-05
5,912 Query Processing over Incomplete Autonomous Databases 2007 VLDB 5.9477296e-05
7,370 I4E: Interactive Investigation of Iterative Information Extraction 2010 SIGMOD 5.5389537e-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
8,755 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 5.2841044e-05
12,714 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9769913e-05
12,801 Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) 2009 SIGMOD 4.9769913e-05
12,896 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.9769913e-05
12,916 QUIC: Handling Query Imprecision & Data Incompleteness in Autonomous Databases 2007 CIDR 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
51 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00042926566
370 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00019837998
696 MYSTIQ: A system for finding more answers by using probabilities 2005 SIGMOD 0.00014691377
736 Automatic segmentation of text into structured records 2001 SIGMOD 0.0001436639
1,865 A Probabilistic Framework for Vague Queries and Imprecise Information in Databases 1990 VLDB 9.4779541e-05
2,205 OLAP Over Uncertain and Imprecise Data 2005 VLDB 8.8519761e-05
Previous Page 1 / 1 Next

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