The Theory Of Probabilistic Databases
Summary: Proposes a theory of probabilistic databases within an integrated data-modelling framework unifying probabilistic and relational data and enabling information beyond relational expressivity. Introduces probabilistic counterparts for relational concepts and a new project-join mapping from relational to probabilistic databases with more fixed points than the standard mapping. (summarized by gpt-5-nano on Feb 09 2026)
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,406 | Systems Aspects of Probabilistic Data Management | 2008 | VLDB | 4.1945683e-05 |
| 13,329 | Statistical Relational Learning: Unifying AI & DB Perspectives on Structured Probabilistic Models | 2017 | PODS | - |
| 8,090 | Probabilistic Histograms for Probabilistic Data | 2009 | VLDB | 4.5888589e-05 |
| 6,147 | Probabilistic Databases with an Infinite Open-World Assumption | 2019 | PODS | 5.1854833e-05 |
| 13,060 | A Systematic Approach to Relational Database Theory | 1982 | SIGMOD | 4.1945683e-05 |
| 5,759 | Indexing Correlated Probabilistic Databases | 2009 | SIGMOD | 5.3392211e-05 |
| 2,560 | Foundations of Probabilistic Answers to Queries | 2005 | SIGMOD | 8.5402003e-05 |
| 5,213 | Algebraic Versus Probabilistic Independence in Data Bases (Extended Abstract) | 1985 | PODS | 5.6252544e-05 |
| 627 | Management of Probabilistic Data: Foundations and Challenges | 2007 | PODS | 0.00018959005 |
| 6,683 | Probabilistic Databases for All | 2020 | PODS | 4.9638979e-05 |