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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
0.00042936299
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
4,531 Database Principles in Information Extraction 2014 PODS 6.558436e-05
4,796 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.4114857e-05
5,020 Querying Probabilistic Information Extraction 2010 VLDB 6.3110853e-05
5,153 Learning-Based Cleansing for Indoor RFID Data 2016 SIGMOD 6.2519447e-05
5,175 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 6.2429707e-05
5,474 Running Tree Automata on Probabilistic XML 2009 PODS 6.1176063e-05
5,588 Indexing Correlated Probabilistic Databases 2009 SIGMOD 6.0748779e-05
5,651 Foundations of Uncertain-Data Integration 2010 VLDB 6.0521173e-05
5,695 Efficient Allocation Algorithms for OLAP over Imprecise Data 2006 VLDB 6.0334848e-05
5,791 When is Shapley Value Computation a Matter of Counting? 2024 PODS 5.9937717e-05
5,813 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 5.9861029e-05
5,882 Indexing Uncertain Data 2009 PODS 5.9588542e-05
6,252 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.8354449e-05
6,653 Queries with Difference on Probabilistic Databases 2011 VLDB 5.7196642e-05
6,839 Probabilistic Databases for All 2020 PODS 5.6674588e-05
6,846 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.6662335e-05
6,974 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 5.630394e-05
6,982 A Dichotomy for Non-repeating Queries with Negation in Probabilistic Databases 2014 PODS 5.6287253e-05
7,050 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 5.6132096e-05
7,057 Query Efficiency in Probabilistic XML Models 2008 SIGMOD 5.6113229e-05
7,374 HINT: A Hierarchical Index for Intervals in Main Memory 2022 SIGMOD 5.5401491e-05
7,427 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 5.5304729e-05
7,466 Probabilistic Query Evaluation: The Combined FPRAS Landscape 2023 PODS 5.5199634e-05
7,589 Spheres of Influence for More Effective Viral Marketing 2016 SIGMOD 5.4882381e-05
8,190 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 5.3810698e-05
8,206 Probabilistic Histograms for Probabilistic Data 2009 VLDB 5.3778354e-05
8,388 From Statistical Knowledge Bases to Degrees of Belief: An Overview 2006 PODS 5.3414667e-05
8,747 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 5.2865969e-05
8,760 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 5.283642e-05
8,762 Minimally Factorizing the Provenance of Self-join Free Conjunctive Queries 2024 PODS 5.283642e-05
8,892 FaDE: More Than a Million What-ifs Per Second 2025 VLDB 5.2559789e-05
8,906 A Query Engine for Probabilistic Preferences 2018 SIGMOD 5.2559789e-05
8,908 Querying Probabilistic Preferences in Databases 2017 PODS 5.2559789e-05
8,923 Incorporating Constraints in Probabilistic XML 2008 PODS 5.2559789e-05
9,214 Threshold Query Optimization for Uncertain Data 2010 SIGMOD 5.2058816e-05
9,260 Privacy Preservation by Disassociation 2012 VLDB 5.2056825e-05
9,525 Optimal Spatial Dominance: An Effective Search of Nearest Neighbor Candidates 2015 SIGMOD 5.1662415e-05
10,117 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 5.0789354e-05
10,399 Tractability Frontiers of the Shapley Value for Aggregate Conjunctive Queries 2026 PODS 4.9793485e-05
10,876 ConRAD: Conformal Risk-Aware Neural Databases 2026 VLDB 4.9793485e-05
11,194 Relevance Queries for Interval Data 2025 SIGMOD 4.9793485e-05
12,138 Query Evaluation in Election Databases 2019 PODS 4.9793485e-05
12,699 Transducing Markov Sequences 2010 PODS 4.9793485e-05
12,708 GRN Model of Probabilistic Databases: Construction, Transition and Querying 2010 SIGMOD 4.9793485e-05
12,839 Query Evaluation with Soft-Key Constraints 2008 PODS 4.9793485e-05
12,861 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.9793485e-05
12,890 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.9793485e-05
12,901 Querying Web-Based Applications Under Models of Uncertainty 2008 VLDB 4.9793485e-05
12,963 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.9793485e-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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