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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
4471
Venue
SIGMOD
Year
2011
Pagerank
6.9349546e-05
Overall Rank
4,055 | 72.19%
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
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
532 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00017072641
993 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012789598
3,952 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.9967272e-05
4,431 Database Principles in Information Extraction 2014 PODS 6.7088601e-05
4,680 Probabilistic Databases with MarkoViews 2012 VLDB 6.5675814e-05
5,915 WADaR: Joint Wrapper and Data Repair 2015 VLDB 6.0437843e-05
9,124 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 5.319248e-05
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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
50 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00043596705
78 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00036571789
238 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.0002369322
319 Declarative Information Extraction Using Datalog with Embedded Extraction Predicates 2007 VLDB 0.00021377065
408 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00019008806
820 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00013814535
1,986 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.3519536e-05
3,216 Toward Best-Effort Information Extraction 2008 SIGMOD 7.6322141e-05
3,973 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.9810029e-05
4,935 Querying Probabilistic Information Extraction 2010 VLDB 6.4357418e-05
Previous Page 1 / 1 Next

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