Probabilistic Databases with MarkoViews
Summary: Introduces MVDB, a probabilistic database where correlations are captured by MarkoViews over probabilistic relations. Evaluation reduces to a UCQ over tuple-independent data (exact translation, can yield negative probabilities); offline compilation speeds online query execution. (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 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 606 | DeepDB: Learn from Data, not from Queries! | 2020 | VLDB | 0.00019251186 |
| 4,162 | SlimShot: In-Database Probabilistic Inference for Knowledge Bases | 2016 | VLDB | 6.386842e-05 |
| 6,167 | Approximate Lifted Inference with Probabilistic Databases | 2015 | VLDB | 5.1725053e-05 |
| 6,665 | Selective Provenance for Datalog Programs Using Top-K Queries | 2015 | VLDB | 4.9657158e-05 |
| 6,685 | Probabilistic Databases for All | 2020 | PODS | 4.9591332e-05 |
| 7,634 | ReStore - Neural Data Completion for Relational Databases | 2021 | SIGMOD | 4.6866388e-05 |
| 7,738 | Symmetric Weighted First-Order Model Counting | 2015 | PODS | 4.6590737e-05 |
| 7,942 | Tuple-Independent Representations of Infinite Probabilistic Databases | 2021 | PODS | 4.6089395e-05 |
| 8,578 | Anytime Approximation in Probabilistic Databases via Scaled Dissociations | 2019 | SIGMOD | 4.4879347e-05 |
| 9,429 | Database Principles in Information Extraction | 2014 | PODS | 4.3399748e-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.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 702 | MYSTIQ: A system for finding more answers by using probabilities | 2005 | SIGMOD | 0.00017848789 |
| 1,015 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.00014630577 |
| 1,730 | Conditioning Probabilistic Databases | 2008 | VLDB | 0.00010726683 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3460817e-05 |
| 2,733 | Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities | 2009 | SIGMOD | 8.2106718e-05 |
| 3,315 | Computing Query Probability with Incidence Algebras | 2010 | PODS | 7.2247513e-05 |
| 4,384 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2251088e-05 |
| 7,754 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD | 4.6556861e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,754 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD | 4.6556861e-05 |
| 3,547 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD | 6.9810773e-05 |
| 9,654 | Probabilistic Databases under Updates: Boolean Query Evaluation and Ranked Enumeration | 2021 | PODS | 4.3067693e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057797415 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3460817e-05 |
| 12,364 | Query Evaluation with Soft-Key Constraints | 2008 | PODS | 4.1905499e-05 |
| 2,593 | Answering Queries from Statistics and Probabilistic Views | 2005 | VLDB | 8.4758322e-05 |
| 7,429 | Local Structure and Determinism in Probabilistic Databases | 2012 | SIGMOD | 4.7275942e-05 |
| 12,485 | Materialized Views in Probabilistic Databases | 2007 | VLDB | 4.1905499e-05 |
| 4,722 | Read-Once Functions and Query Evaluation in Probabilistic Databases | 2010 | VLDB | 5.9646931e-05 |