On Probabilistic Fixpoint and Markov Chain Query Languages
Summary: Generalizes datalog/fixpoint/while so rules fire probabilistically, yielding probabilistic fixpoint/while query languages. Introduces inflationary vs non-inflationary (random-walk/Markov-chain) semantics and analyzes exact/approximate evaluation complexity. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Daniel Deutch
- 2. Christoph Koch
- 3. Tova Milo
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,158 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.0001361064 |
| 4,651 | Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services | 2012 | VLDB | 6.022931e-05 |
| 6,003 | Generative Datalog with Continuous Distributions | 2020 | PODS | 5.2415551e-05 |
| 6,662 | Selective Provenance for Datalog Programs Using Top-K Queries | 2015 | VLDB | 4.9704872e-05 |
| 7,878 | DBToaster: Agile Views in a Dynamic Data Management System | 2011 | CIDR | 4.6295401e-05 |
| 11,158 | Generative Datalog with Stable Negation | 2023 | PODS | 4.1945683e-05 |
| 12,113 | Mob Data Sourcing | 2012 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 299 | Trio: A System for Data, Uncertainty, and Lineage | 2006 | VLDB | 0.00028525071 |
| 2,491 | From Complete to Incomplete Information and Back | 2007 | SIGMOD | 8.655056e-05 |
| 4,442 | Approximating Predicates and Expressive Queries on Probabilistic Databases | 2008 | PODS | 6.186154e-05 |
| 4,942 | Query language support for incomplete information in the MayBMS system | 2007 | VLDB | 5.8176224e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,682 | Fixed-Point Query Languages for Linear Constraint Databases | 2000 | PODS | 4.1945683e-05 |
| 2,907 | Convergence of Datalog over (Pre-) Semirings | 2022 | PODS | 7.933806e-05 |
| 11,326 | Data Path Queries over Embedded Graph Databases | 2022 | PODS | 4.1945683e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 841 | The reliability of queries (Extended Abstract) | 1995 | PODS | 0.00016050985 |
| 7,601 | Conjunctive Queries on Probabilistic Graphs: Combined Complexity | 2017 | PODS | 4.698961e-05 |
| 12,884 | Datalog Expressiveness of Chain Queries: Grammar Tools and Characterizations | 1992 | PODS | 4.1945683e-05 |
| 3,040 | Tractable Query Languages for Complex Object Databases | 1991 | PODS | 7.6707607e-05 |
| 4,491 | Non-Deterministic Languages to Express Deterministic Transformations | 1990 | PODS | 6.1422281e-05 |
| 4,442 | Approximating Predicates and Expressive Queries on Probabilistic Databases | 2008 | PODS | 6.186154e-05 |