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Efficient Query Evaluation on Probabilistic Databases

Summary: Efficient evaluation of complex SQL on probabilistic databases with rank-based results. Proposes an optimization algorithm that handles most queries; notes some are #P-complete, and offers approximation and Monte-Carlo methods for intractable cases. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h2c061c1e1f3aa132
Venue
VLDB
Year
2004
Pagerank
0.00042804864
Overall Rank
51 | 99.66%
DOI
10.1016/B978-012088469-8.50076-0

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dalvi_vldb04,
        title = {{Efficient Query Evaluation on Probabilistic Databases}},
        author = {Dalvi, Nilesh and Suciu, Dan},
        journal = {PVLDB},
        series = {{VLDB} '04},
        doi = {10.1016/B978-012088469-8.50076-0},
        url = {https://doi.org/10.1016/B978-012088469-8.50076-0},
        year = {2004}
}

Incoming Citations (Sorted by Pagerank)

Showing 49 of 99 citing papers.

Rank Citing Paper Year Venue Pagerank
4,548 Database Principles in Information Extraction 2014 PODS 6.533656e-05
4,822 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.3874063e-05
5,047 Querying Probabilistic Information Extraction 2010 VLDB 6.2882302e-05
5,176 Learning-Based Cleansing for Indoor RFID Data 2016 SIGMOD 6.228322e-05
5,194 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 6.2200717e-05
5,495 Running Tree Automata on Probabilistic XML 2009 PODS 6.0944915e-05
5,602 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.0519265e-05
5,665 Foundations of Uncertain-Data Integration 2010 VLDB 6.0292508e-05
5,708 Efficient Allocation Algorithms for OLAP over Imprecise Data 2006 VLDB 6.0107692e-05
5,806 When is Shapley Value Computation a Matter of Counting? 2024 PODS 5.9711245e-05
5,822 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 5.9655757e-05
5,900 Indexing Uncertain Data 2009 PODS 5.9363649e-05
6,267 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.8134046e-05
6,668 Queries with Difference on Probabilistic Databases 2011 VLDB 5.6980608e-05
6,860 Probabilistic Databases for All 2020 PODS 5.6462291e-05
6,867 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.644892e-05
6,990 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 5.6105767e-05
7,003 A Dichotomy for Non-repeating Queries with Negation in Probabilistic Databases 2014 PODS 5.6075867e-05
7,073 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 5.5920064e-05
7,080 Query Efficiency in Probabilistic XML Models 2008 SIGMOD 5.5901209e-05
7,391 HINT: A Hierarchical Index for Intervals in Main Memory 2022 SIGMOD 5.5208477e-05
7,452 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 5.510368e-05
7,489 Probabilistic Query Evaluation: The Combined FPRAS Landscape 2023 PODS 5.4991065e-05
7,613 Spheres of Influence for More Effective Viral Marketing 2016 SIGMOD 5.4675059e-05
8,205 Probabilistic Histograms for Probabilistic Data 2009 VLDB 5.3616572e-05
8,212 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 5.3607873e-05
8,410 From Statistical Knowledge Bases to Degrees of Belief: An Overview 2006 PODS 5.3213647e-05
8,425 FaDE: More Than a Million What-ifs Per Second 2025 VLDB 5.3187951e-05
8,776 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 5.2666658e-05
8,787 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 5.263678e-05
8,789 Minimally Factorizing the Provenance of Self-join Free Conjunctive Queries 2024 PODS 5.263678e-05
8,934 A Query Engine for Probabilistic Preferences 2018 SIGMOD 5.2361195e-05
8,936 Querying Probabilistic Preferences in Databases 2017 PODS 5.2361195e-05
8,951 Incorporating Constraints in Probabilistic XML 2008 PODS 5.2361195e-05
9,248 Threshold Query Optimization for Uncertain Data 2010 SIGMOD 5.1862157e-05
9,294 Privacy Preservation by Disassociation 2012 VLDB 5.1860131e-05
9,451 Optimal Spatial Dominance: An Effective Search of Nearest Neighbor Candidates 2015 SIGMOD 5.1613384e-05
10,158 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 5.0597449e-05
10,477 Tractability Frontiers of the Shapley Value for Aggregate Conjunctive Queries 2026 PODS 4.9605343e-05
10,946 ConRAD: Conformal Risk-Aware Neural Databases 2026 VLDB 4.9605343e-05
11,262 Relevance Queries for Interval Data 2025 SIGMOD 4.9605343e-05
12,188 Query Evaluation in Election Databases 2019 PODS 4.9605343e-05
12,748 Transducing Markov Sequences 2010 PODS 4.9605343e-05
12,757 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9605343e-05
12,888 Query Evaluation with Soft-Key Constraints 2008 PODS 4.9605343e-05
12,910 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.9605343e-05
12,938 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.9605343e-05
12,949 Querying Web-Based Applications Under Models of Uncertainty 2008 VLDB 4.9605343e-05
13,011 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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