Probabilistic Databases with MarkoViews
Summary: MVDB represents rich correlations in probabilistic databases via weighted MarkoViews, generalizing beyond tuple independence. Exact translation to UCQs over tuple-independent data enables existing techniques, while offline compilation accelerates online query evaluation. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
BibTeX Citation
@article{jha_vldb12,
title = {{Probabilistic Databases with MarkoViews}},
author = {Jha, Abhay and Suciu, Dan},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {5},
number = {11},
pages = {1160--1171},
doi = {10.14778/2350229.2350233},
url = {https://doi.org/10.14778/2350229.2350233},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 318 | DeepDB: Learn from Data, not from Queries! | 2020 | VLDB | 0.00021167555 |
| 4,531 | Database Principles in Information Extraction | 2014 | PODS | 6.558436e-05 |
| 4,576 | SlimShot: In-Database Probabilistic Inference for Knowledge Bases | 2016 | VLDB | 6.5244201e-05 |
| 5,340 | Approximate Lifted Inference with Probabilistic Databases | 2015 | VLDB | 6.1731278e-05 |
| 6,708 | Selective Provenance for Datalog Programs Using Top-K Queries | 2015 | VLDB | 5.7027474e-05 |
| 6,839 | Probabilistic Databases for All | 2020 | PODS | 5.6674588e-05 |
| 7,704 | ReStore - Neural Data Completion for Relational Databases | 2021 | SIGMOD | 5.4741304e-05 |
| 8,254 | Symmetric Weighted First-Order Model Counting | 2015 | PODS | 5.3678689e-05 |
| 8,425 | Tuple-Independent Representations of Infinite Probabilistic Databases | 2021 | PODS | 5.3350162e-05 |
| 8,643 | Anytime Approximation in Probabilistic Databases via Scaled Dissociations | 2019 | SIGMOD | 5.2954976e-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 |
|---|---|---|---|---|
| 696 | MYSTIQ: A system for finding more answers by using probabilities | 2005 | SIGMOD | 0.00014697176 |
| 1,062 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.0001221201 |
| 1,549 | Conditioning Probabilistic Databases | 2008 | VLDB | 0.00010288725 |
| 2,018 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.1750812e-05 |
| 2,860 | Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities | 2009 | SIGMOD | 7.9338024e-05 |
| 3,291 | Computing Query Probability with Incidence Algebras | 2010 | PODS | 7.4519264e-05 |
| 4,143 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.7813891e-05 |
| 8,190 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD | 5.3810698e-05 |
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| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 8,190 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD |
| 2 | 3,769 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD |
| 3 | 10,007 | Probabilistic Databases under Updates: Boolean Query Evaluation and Ranked Enumeration | 2021 | PODS |
| 4 | 51 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB |
| 5 | 2,018 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB |
| 6 | 12,839 | Query Evaluation with Soft-Key Constraints | 2008 | PODS |
| 7 | 2,718 | Answering Queries from Statistics and Probabilistic Views | 2005 | VLDB |
| 8 | 7,427 | Local Structure and Determinism in Probabilistic Databases | 2012 | SIGMOD |
| 9 | 2,984 | Materialized Views in Probabilistic Databases: For Information Exchange and Query Optimization | 2007 | VLDB |
| 10 | 4,389 | Read-Once Functions and Query Evaluation in Probabilistic Databases | 2010 | VLDB |