UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics
Summary: Introduces GIST, a DB operator for parallel iterative transitions over large, data-dependent states, enabling MCMC-like analytics beyond UDAs. UDA-GIST unifies data- and state-parallel processing, delivering 27× larger problems and 43× speedups. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kun Li (University of Florida)
- 2. Daisy Zhe Wang (University of Florida)
- 3. Alin Dobra (University of Florida)
- 4. Christopher Dudley (University of Florida)
BibTeX Citation
@article{li_vldb15,
title = {{UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics}},
author = {Li, Kun and Wang, Daisy Zhe and Dobra, Alin and Dudley, Christopher},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {5},
doi = {10.14778/2735479.2735488},
url = {https://doi.org/10.14778/2735479.2735488},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,095 | Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches | 2021 | VLDB | 6.8095767e-05 |
| 7,108 | ArchimedesOne: Query Processing over Probabilistic Knowledge Bases | 2016 | VLDB | 5.601767e-05 |
| 8,593 | Not Black-Box Anymore! Enabling Analytics-Aware Optimizations in Teradata Vantage | 2021 | VLDB | 5.3068556e-05 |
| 9,278 | Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases | 2016 | SIGMOD | 5.203976e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 22 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00055962491 |
| 105 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00033638251 |
| 154 | MAD Skills: New Analysis Practices for Big Data | 2009 | VLDB | 0.00028579704 |
| 1,040 | The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses | 2010 | SIGMOD | 0.00012364063 |
| 1,062 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.0001221201 |
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