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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
10482
Venue
VLDB
Year
2012
Pagerank
4.5277353e-05
Overall Rank
8,377 | 41.78%
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
7,429 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 4.7275942e-05
8,864 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 4.4283952e-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 0.00057797415
149 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00041085859
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
468 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022407392
757 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB 0.00017062337
974 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014882804
1,128 An Efficient Indexing Technique for Full-Text Database Systems 1992 VLDB 0.00013782361
1,972 Approximate Lineage for Probabilistic Databases 2008 VLDB 9.8937766e-05
3,395 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.1402267e-05
5,767 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3341473e-05
7,657 UPI: A Primary Index for Uncertain Databases 2010 VLDB 4.6821809e-05
12,221 Transducing Markov Sequences 2010 PODS 4.1905499e-05
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