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Probabilistic Management of OCR Data using an RDBMS

Summary: Stores probabilistic OCR models in an RDBMS to preserve uncertainty, instead of materializing ASCII text. Introduces Staccato, a controllable approximation that trades recall for speed, with formal guarantees and integration with standard RDBMS text indexing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10481
Venue
VLDB
Year
2012
Pagerank
4.5320288e-05
Overall Rank
8,378 | 41.72%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
7,434 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 4.7314358e-05
8,864 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 4.4326439e-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
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
149 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00041101118
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
469 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022406923
760 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB 0.00017053935
980 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014879747
1,128 An Efficient Indexing Technique for Full-Text Database Systems 1992 VLDB 0.00013794088
1,970 Approximate Lineage for Probabilistic Databases 2008 VLDB 9.896375e-05
3,398 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.141911e-05
5,759 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3392211e-05
7,659 UPI: A Primary Index for Uncertain Databases 2010 VLDB 4.686672e-05
12,213 Transducing Markov Sequences 2010 PODS 4.1945683e-05
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