DBScholar

Back to papers

Hybrid In-Database Inference for Declarative Information Extraction

Summary: Hybrid in-database inference for declarative information extraction. Per-record selection among MCMC variants, Viterbi, and sum-product in a PDB-based IE engine optimizes accuracy versus runtime; reports up to 10× speedups over non-hybrid baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h3af1e75c22f14ce1
Venue
SIGMOD
Year
2011
Pagerank
6.7783148e-05
Overall Rank
4,143 | 72.16%
DOI
10.1145/1989323.1989378

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{wang_sigmod11,
        title = {{Hybrid In-Database Inference for Declarative Information Extraction}},
        author = {Wang, Daisy Zhe and Franklin, Michael J. and Garofalakis, Minos and Hellerstein, Joseph M. and Wick, Michael L.},
        series = {{SIGMOD} '11},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1989323.1989378},
        url = {https://dl.acm.org/doi/10.1145/1989323.1989378},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033633007
537 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00016762761
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.0001253551
4,029 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.840359e-05
4,532 Database Principles in Information Extraction 2014 PODS 6.5553316e-05
4,766 Probabilistic Databases with MarkoViews 2012 VLDB 6.424681e-05
6,015 WADaR: Joint Wrapper and Data Repair 2015 VLDB 5.9107226e-05
9,287 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 5.2015703e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 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
84 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00035960573
245 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00023251151
328 Declarative Information Extraction Using Datalog with Embedded Extraction Predicates 2007 VLDB 0.00020921862
417 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00018625112
842 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00013535734
2,021 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.171164e-05
3,275 Toward Best-Effort Information Extraction 2008 SIGMOD 7.4670832e-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
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 5,271 InferDB: In-Database Machine Learning Inference Using Indexes 2024 VLDB
2 3,580 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB
3 3,771 Optimizing MPF Queries: Decision Support and Probabilistic Inference 2007 SIGMOD
4 8,650 Anytime Approximation in Probabilistic Databases via Scaled Dissociations 2019 SIGMOD
5 2,021 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB
6 51 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB
7 3,040 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD
8 690 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB
9 4,657 A Temporal-Probabilistic Database Model for Information Extraction 2013 VLDB
10 5,024 Querying Probabilistic Information Extraction 2010 VLDB