On Predictive Modeling for Optimizing Transaction Execution in Parallel OLTP Systems
Summary: Introduces Markov-model prediction to infer transaction properties (partition span, abort risk) at runtime. Uses these predictions to select concurrency control, scheduling, logging, and speculative-execution optimizations, improving diverse parallel OLTP workloads. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Andrew Pavlo (Brown University)
- 2. Evan P.C. Jones (Massachusetts Institute of Technology)
- 3. Stanley Zdonik (Brown University)
BibTeX Citation
@article{pavlo_vldb12,
title = {{On Predictive Modeling for Optimizing Transaction Execution in Parallel OLTP Systems}},
author = {Pavlo, Andrew and Jones, Evan P.C. and Zdonik, Stanley},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {5},
number = {2},
pages = {85--96},
doi = {10.14778/2078324.2078326},
url = {https://doi.org/10.14778/2078324.2078326},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 26 of 26 citing papers.
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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 |
|---|---|---|---|---|
| 7 | Implementation Techniques For Main Memory Database Systems | 1984 | SIGMOD | 0.00081992507 |
| 70 | The End of an Architectural Era (It’s Time for a Complete Rewrite) | 2007 | VLDB | 0.00037859131 |
| 80 | H-Store: A High-Performance, Distributed Main Memory Transaction Processing System | 2008 | VLDB | 0.00036364464 |
| 123 | Schism: a Workload-Driven Approach to Database Replication and Partitioning | 2010 | VLDB | 0.00030762995 |
| 157 | OLTP Through the Looking Glass, and What We Found There | 2008 | SIGMOD | 0.00028317906 |
| 378 | AutoAdmin "What-if" Index Analysis Utility | 1998 | SIGMOD | 0.00019549382 |
| 797 | Low Overhead Concurrency Control for Partitioned Main Memory Databases | 2010 | SIGMOD | 0.00013922631 |
| 6,870 | An Almost-Serial Protocol for Transaction Execution in Main-Memory Database Systems | 2002 | VLDB | 5.6598165e-05 |
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| 1 | 157 | OLTP Through the Looking Glass, and What We Found There | 2008 | SIGMOD |
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| 7 | 8,149 | Parallelism and Concurrency Control Performance in Distributed Database Machines | 1989 | SIGMOD |
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