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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
9509
Venue
VLDB
Year
2006
Pagerank
0.00017062337
Overall Rank
757 | 94.75%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
322 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027523667
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
974 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014882804
1,221 A Web of Concepts 2009 PODS 0.00013213428
1,585 Answering Table Augmentation Queries from Unstructured Lists on the Web 2009 VLDB 0.00011245609
1,612 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011142757
1,698 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010857033
2,649 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3728762e-05
3,375 OLAP over Imprecise Data with Domain Constraints 2007 VLDB 7.1627514e-05
3,479 Toward Best-Effort Information Extraction 2008 SIGMOD 7.053581e-05
3,509 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.0283775e-05
4,156 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.3947765e-05
4,960 Querying Probabilistic Information Extraction 2010 VLDB 5.7992639e-05
5,557 Query Processing over Incomplete Autonomous Databases 2007 VLDB 5.437603e-05
5,767 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3341473e-05
7,275 I4E: Interactive Investigation of Iterative Information Extraction 2010 SIGMOD 4.7743779e-05
7,754 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 4.6556861e-05
7,844 Set Similarity Join on Probabilistic Data 2010 VLDB 4.6330652e-05
8,377 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 4.5277353e-05
12,230 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.1905499e-05
12,319 Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) 2009 SIGMOD 4.1905499e-05
12,415 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.1905499e-05
12,435 QUIC: Handling Query Imprecision & Data Incompleteness in Autonomous Databases 2007 CIDR 4.1905499e-05
12,485 Materialized Views in Probabilistic Databases 2007 VLDB 4.1905499e-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 0.00057797415
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
636 Automatic segmentation of text into structured records 2001 SIGMOD 0.00018815341
702 MYSTIQ: A system for finding more answers by using probabilities 2005 SIGMOD 0.00017848789
1,695 A Probabilistic Framework for Vague Queries and Imprecise Information in Databases 1990 VLDB 0.00010866183
2,273 OLAP Over Uncertain and Imprecise Data 2005 VLDB 9.1447774e-05
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Overall Rank Paper Year Venue Pagerank
3,084 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.5967738e-05
718 Data Integration with Uncertainty 2007 VLDB 0.00017558942
7,944 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 4.6089395e-05
1,695 A Probabilistic Framework for Vague Queries and Imprecise Information in Databases 1990 VLDB 0.00010866183
4,384 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.2251088e-05
4,439 Approximating Predicates and Expressive Queries on Probabilistic Databases 2008 PODS 6.1806955e-05
4,522 A Temporal-Probabilistic Database Model for Information Extraction 2013 VLDB 6.1109228e-05
8,092 Probabilistic Histograms for Probabilistic Data 2009 VLDB 4.5847443e-05
4,960 Querying Probabilistic Information Extraction 2010 VLDB 5.7992639e-05
4,156 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.3947765e-05