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 |
|---|---|---|---|---|
| 2,085 | The Case for Predictive Database Systems: Opportunities and Challenges | 2011 | CIDR | 9.5749968e-05 |
| 2,649 | Exploiting Shared Correlations in Probabilistic Databases | 2008 | VLDB | 8.3728762e-05 |
| 5,767 | Indexing Correlated Probabilistic Databases | 2009 | SIGMOD | 5.3341473e-05 |
| 6,837 | Capturing Data Uncertainty in High-Volume Stream Processing | 2009 | CIDR | 4.9063121e-05 |
| 12,183 | Latent OLAP: Data Cubes over Latent Variables | 2011 | SIGMOD | 4.1905499e-05 |
| 12,279 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 4.1905499e-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 | 0.0040465394 |
| 51 | Including Group-By in Query Optimization | 1994 | VLDB | 0.00067060283 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057797415 |
| 2,273 | OLAP Over Uncertain and Imprecise Data | 2005 | VLDB | 9.1447774e-05 |
| 2,593 | Answering Queries from Statistics and Probabilistic Views | 2005 | VLDB | 8.4758322e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,698 | Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases | 2011 | SIGMOD | 0.00010857033 |
| 373 | Selectivity Estimation using Probabilistic Models | 2001 | SIGMOD | 0.00025354685 |
| 4,439 | Approximating Predicates and Expressive Queries on Probabilistic Databases | 2008 | PODS | 6.1806955e-05 |
| 7,625 | Optimizing Probabilistic Query Processing on Continuous Uncertain Data | 2011 | VLDB | 4.6888879e-05 |
| 2,552 | Probabilistic Optimization of Top N Queries | 1999 | VLDB | 8.5540341e-05 |
| 6,167 | Approximate Lifted Inference with Probabilistic Databases | 2015 | VLDB | 5.1725053e-05 |
| 332 | Accelerating Machine Learning Inference with Probabilistic Predicates | 2018 | SIGMOD | 0.00027173479 |
| 8,537 | A Query Engine for Probabilistic Preferences | 2018 | SIGMOD | 4.4893996e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057797415 |
| 4,722 | Read-Once Functions and Query Evaluation in Probabilistic Databases | 2010 | VLDB | 5.9646931e-05 |