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 |
|---|---|---|---|---|
| 320 | DeepDB: Learn from Data, not from Queries! | 2020 | VLDB | 0.00021128745 |
| 4,548 | Database Principles in Information Extraction | 2014 | PODS | 6.533656e-05 |
| 4,590 | SlimShot: In-Database Probabilistic Inference for Knowledge Bases | 2016 | VLDB | 6.5029123e-05 |
| 5,351 | Approximate Lifted Inference with Probabilistic Databases | 2015 | VLDB | 6.1523865e-05 |
| 6,728 | Selective Provenance for Datalog Programs Using Top-K Queries | 2015 | VLDB | 5.6812425e-05 |
| 6,860 | Probabilistic Databases for All | 2020 | PODS | 5.6462291e-05 |
| 7,723 | ReStore - Neural Data Completion for Relational Databases | 2021 | SIGMOD | 5.4534466e-05 |
| 8,276 | Symmetric Weighted First-Order Model Counting | 2015 | PODS | 5.3475867e-05 |
| 8,450 | Tuple-Independent Representations of Infinite Probabilistic Databases | 2021 | PODS | 5.3148581e-05 |
| 8,669 | Anytime Approximation in Probabilistic Databases via Scaled Dissociations | 2019 | SIGMOD | 5.2754888e-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 |
|---|---|---|---|---|
| 699 | MYSTIQ: A system for finding more answers by using probabilities | 2005 | SIGMOD | 0.00014645232 |
| 1,067 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.00012170631 |
| 1,551 | Conditioning Probabilistic Databases | 2008 | VLDB | 0.00010257014 |
| 2,027 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.1511498e-05 |
| 2,869 | Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities | 2009 | SIGMOD | 7.9042921e-05 |
| 3,301 | Computing Query Probability with Incidence Algebras | 2010 | PODS | 7.4238397e-05 |
| 4,162 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.7567031e-05 |
| 8,212 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD | 5.3607873e-05 |
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|---|---|---|---|---|
| 1 | 8,212 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD |
| 2 | 3,776 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD |
| 3 | 10,048 | Probabilistic Databases under Updates: Boolean Query Evaluation and Ranked Enumeration | 2021 | PODS |
| 4 | 51 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB |
| 5 | 2,027 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB |
| 6 | 12,888 | Query Evaluation with Soft-Key Constraints | 2008 | PODS |
| 7 | 2,729 | Answering Queries from Statistics and Probabilistic Views | 2005 | VLDB |
| 8 | 7,452 | Local Structure and Determinism in Probabilistic Databases | 2012 | SIGMOD |
| 9 | 2,996 | Materialized Views in Probabilistic Databases: For Information Exchange and Query Optimization | 2007 | VLDB |
| 10 | 4,413 | Read-Once Functions and Query Evaluation in Probabilistic Databases | 2010 | VLDB |