Lineage Processing over Correlated Probabilistic Databases
Summary: Scalable conjunctive-query evaluation over correlated probabilistic DBs via junction-tree forests encoding correlations. Lwidth bounds lineage complexity; exact inference for low lwidth, Monte Carlo for high, batch-lineage sharing for efficiency. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Bhargav Kanagal (University of Maryland)
- 2. Amol Deshpande (University of Maryland)
BibTeX Citation
@inproceedings{kanagal_sigmod10,
title = {{Lineage Processing over Correlated Probabilistic Databases}},
author = {Kanagal, Bhargav and Deshpande, Amol},
series = {{SIGMOD} '10},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1807167.1807241},
url = {https://dl.acm.org/doi/10.1145/1807167.1807241},
year = {2010}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,615 | Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases | 2011 | SIGMOD | 0.00010067073 |
| 4,765 | Probabilistic Databases with MarkoViews | 2012 | VLDB | 6.4275411e-05 |
| 7,427 | Local Structure and Determinism in Probabilistic Databases | 2012 | SIGMOD | 5.5304729e-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 |
|---|---|---|---|---|
| 51 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00042936299 |
| 370 | Evaluating Probabilistic Queries over Imprecise Data | 2003 | SIGMOD | 0.00019846702 |
| 690 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00014745444 |
| 715 | Data Integration with Uncertainty | 2007 | VLDB | 0.00014559092 |
| 1,785 | Approximate Lineage for Probabilistic Databases | 2008 | VLDB | 9.6482655e-05 |
| 1,917 | A Web of Concepts | 2009 | PODS | 9.3790758e-05 |
| 2,502 | Exploiting Shared Correlations in Probabilistic Databases | 2008 | VLDB | 8.3800737e-05 |
| 3,109 | Event Queries on Correlated Probabilistic Streams | 2008 | SIGMOD | 7.6387635e-05 |
| 4,057 | Uncertainty Management in Rule-Based Information Extraction Systems | 2009 | SIGMOD | 6.8257248e-05 |
| 5,588 | Indexing Correlated Probabilistic Databases | 2009 | SIGMOD | 6.0748779e-05 |
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