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On Predictive Modeling for Optimizing Transaction Execution in Parallel OLTP Systems
Summary: Proposes Houdini, a Markov-model predicting transaction properties to auto-select optimizations (CC, scheduling, undo logging, speculative execution) for parallel OLTP. 93% of transactions get proper optimizations; 41% throughput gain; 5% overhead.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 10338
- Venue
- VLDB
- Year
- 2012
- Pagerank
- 9.0599752e-05
- Overall Rank
- 2,307 | 83.96%
- DOI
-
-
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 26 of 26 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 340 |
OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases |
2014 |
VLDB |
0.00026841628 |
| 359 |
Self-Driving Database Management Systems |
2017 |
CIDR |
0.0002592783 |
| 640 |
Bao: Making Learned Query Optimization Practical |
2021 |
SIGMOD |
0.00018759152 |
| 679 |
Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems |
2012 |
SIGMOD |
0.00018215154 |
| 716 |
Query-based Workload Forecasting for Self-Driving Database Management Systems |
2018 |
SIGMOD |
0.00017723171 |
| 801 |
SageDB: A Learned Database System |
2019 |
CIDR |
0.00016505496 |
| 1,036 |
ERMIA: Fast Memory-Optimized Database System for Heterogeneous Workloads |
2016 |
SIGMOD |
0.0001452166 |
| 1,092 |
E-Store: Fine-Grained Elastic Partitioning for Distributed Transaction Processing Systems |
2015 |
VLDB |
0.00014135961 |
| 1,532 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011472681 |
| 1,819 |
The End of a Myth: Distributed Transactions Can Scale |
2017 |
VLDB |
0.00010429773 |
| 2,445 |
OLTP on Hardware Islands |
2012 |
VLDB |
8.8057827e-05 |
| 2,948 |
Squall: Fine-Grained Live Reconfiguration for Partitioned Main Memory Databases |
2015 |
SIGMOD |
7.8341023e-05 |
| 3,421 |
An Evaluation of the Advantages and Disadvantages of Deterministic Database Systems |
2014 |
VLDB |
7.1139504e-05 |
| 3,586 |
Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning |
2020 |
SIGMOD |
6.9435005e-05 |
| 3,605 |
Lazy Evaluation of Transactions in Database Systems |
2014 |
SIGMOD |
6.9281695e-05 |
| 4,240 |
Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation |
2021 |
VLDB |
6.3318228e-05 |
| 4,593 |
Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift |
2023 |
SIGMOD |
6.0606891e-05 |
| 5,407 |
Remus: Efficient Live Migration for Distributed Databases with Snapshot Isolation |
2022 |
SIGMOD |
5.5242392e-05 |
| 6,297 |
Towards instance-optimized data systems |
2021 |
VLDB |
5.1227886e-05 |
| 7,169 |
PolarDB-MP: A Multi-Primary Cloud-Native Database via Disaggregated Shared Memory |
2024 |
SIGMOD |
4.8120082e-05 |
| 7,597 |
Oracle Workload Intelligence |
2015 |
SIGMOD |
4.7007801e-05 |
| 7,842 |
ChronoCache: Predictive and Adaptive Mid-Tier Query Result Caching |
2020 |
SIGMOD |
4.6368238e-05 |
| 8,071 |
P4DB - The Case for In-Network OLTP |
2022 |
SIGMOD |
4.5932891e-05 |
| 9,467 |
Database Gyms |
2023 |
CIDR |
4.3346412e-05 |
| 9,780 |
BenchPress: Dynamic Workload Control in the OLTP-Bench Testbed |
2015 |
SIGMOD |
4.2856106e-05 |
| 9,959 |
Re-evaluating Designs for Multi-Tenant OLTP Workloads on SSD-based I/O Subsystems |
2014 |
SIGMOD |
4.2364477e-05 |
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.
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