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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
9508
Venue
VLDB
Year
2006
Pagerank
0.00017053935
Overall Rank
760 | 94.72%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
321 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027527389
627 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018959005
658 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018506577
980 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014879747
1,221 A Web of Concepts 2009 PODS 0.00013219242
1,585 Answering Table Augmentation Queries from Unstructured Lists on the Web 2009 VLDB 0.00011255098
1,609 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011150935
1,699 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010858983
2,656 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3620622e-05
3,372 OLAP over Imprecise Data with Domain Constraints 2007 VLDB 7.1683982e-05
3,477 Toward Best-Effort Information Extraction 2008 SIGMOD 7.0583481e-05
3,505 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.0337815e-05
4,156 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.3999205e-05
4,983 Querying Probabilistic Information Extraction 2010 VLDB 5.7870787e-05
5,549 Query Processing over Incomplete Autonomous Databases 2007 VLDB 5.4428494e-05
5,759 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3392211e-05
7,280 I4E: Interactive Investigation of Iterative Information Extraction 2010 SIGMOD 4.778826e-05
7,754 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 4.6600967e-05
7,847 Set Similarity Join on Probabilistic Data 2010 VLDB 4.6365272e-05
8,378 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 4.5320288e-05
12,222 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.1945683e-05
12,311 Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) 2009 SIGMOD 4.1945683e-05
12,406 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.1945683e-05
12,426 QUIC: Handling Query Imprecision & Data Incompleteness in Autonomous Databases 2007 CIDR 4.1945683e-05
12,476 Materialized Views in Probabilistic Databases 2007 VLDB 4.1945683e-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
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
637 Automatic segmentation of text into structured records 2001 SIGMOD 0.00018824614
706 MYSTIQ: A system for finding more answers by using probabilities 2005 SIGMOD 0.00017845469
1,697 A Probabilistic Framework for Vague Queries and Imprecise Information in Databases 1990 VLDB 0.00010873473
2,268 OLAP Over Uncertain and Imprecise Data 2005 VLDB 9.1497575e-05
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Overall Rank Paper Year Venue Pagerank
3,081 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.6031501e-05
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7,941 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 4.613363e-05
1,697 A Probabilistic Framework for Vague Queries and Imprecise Information in Databases 1990 VLDB 0.00010873473
4,387 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.2320072e-05
4,442 Approximating Predicates and Expressive Queries on Probabilistic Databases 2008 PODS 6.186154e-05
4,521 A Temporal-Probabilistic Database Model for Information Extraction 2013 VLDB 6.1168322e-05
8,090 Probabilistic Histograms for Probabilistic Data 2009 VLDB 4.5888589e-05
4,983 Querying Probabilistic Information Extraction 2010 VLDB 5.7870787e-05
4,156 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.3999205e-05