Optimizing MPF Queries: Decision Support and Probabilistic Inference
Summary: MPF queries: Marginalize a Product Function; a join-based aggregate for probabilistic inference in a DBMS. Optimizes MPF with DBMS optimization, Variable Elimination, Belief Propagation; supports arbitrary functions for decision support. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,084 | The Case for Predictive Database Systems: Opportunities and Challenges | 2011 | CIDR | 9.5820534e-05 |
| 2,656 | Exploiting Shared Correlations in Probabilistic Databases | 2008 | VLDB | 8.3620622e-05 |
| 5,759 | Indexing Correlated Probabilistic Databases | 2009 | SIGMOD | 5.3392211e-05 |
| 6,838 | Capturing Data Uncertainty in High-Volume Stream Processing | 2009 | CIDR | 4.9109732e-05 |
| 12,175 | Latent OLAP: Data Cubes over Latent Variables | 2011 | SIGMOD | 4.1945683e-05 |
| 12,271 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1 | Access Path Selection in a Relational Database Management System | 1979 | SIGMOD | 0.0040449103 |
| 51 | Including Group-By in Query Optimization | 1994 | VLDB | 0.00067123727 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 2,268 | OLAP Over Uncertain and Imprecise Data | 2005 | VLDB | 9.1497575e-05 |
| 2,590 | Answering Queries from Statistics and Probabilistic Views | 2005 | VLDB | 8.483194e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,699 | Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases | 2011 | SIGMOD | 0.00010858983 |
| 372 | Selectivity Estimation using Probabilistic Models | 2001 | SIGMOD | 0.00025354779 |
| 4,442 | Approximating Predicates and Expressive Queries on Probabilistic Databases | 2008 | PODS | 6.186154e-05 |
| 7,623 | Optimizing Probabilistic Query Processing on Continuous Uncertain Data | 2011 | VLDB | 4.6933659e-05 |
| 2,556 | Probabilistic Optimization of Top N Queries | 1999 | VLDB | 8.5465733e-05 |
| 6,169 | Approximate Lifted Inference with Probabilistic Databases | 2015 | VLDB | 5.1716068e-05 |
| 329 | Accelerating Machine Learning Inference with Probabilistic Predicates | 2018 | SIGMOD | 0.00027249545 |
| 8,538 | A Query Engine for Probabilistic Preferences | 2018 | SIGMOD | 4.4937074e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 4,720 | Read-Once Functions and Query Evaluation in Probabilistic Databases | 2010 | VLDB | 5.973811e-05 |