Database Workload Capacity Planning using Time Series Analysis and Machine Learning
Summary: Time-series analysis with supervised ML to forecast resources for deeper DB layers - clustered DBs, apps, and transaction groups. Identifies recurring patterns and shocks to reduce forecast complexity and improve accuracy for complex workloads. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,110 | RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection | 2021 | SIGMOD | 6.4358092e-05 |
| 10,411 | ABase: the Multi-Tenant NoSQL Serverless Database for Diverse and Dynamic Workloads in Large-scale Cloud Environments | 2025 | SIGMOD | 4.1905499e-05 |
| 10,935 | Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB | 2024 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,128 | Dynamic Workload Management for Very Large Data Warehouses – Juggling Feathers and Bowling Balls | 2007 | VLDB | 7.5192383e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,564 | Modeling Shifting Workloads for Learned Database Systems | 2024 | SIGMOD | 4.7049893e-05 |
| 7,809 | Sibyl: Forecasting Time-Evolving Query Workloads | 2024 | SIGMOD | 4.6415559e-05 |
| 4,892 | Forecasting Big Time Series: Old and New | 2018 | VLDB | 5.8474831e-05 |
| 716 | Performance Prediction for Concurrent Database Workloads | 2011 | SIGMOD | 0.00017623897 |
| 4,547 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0904384e-05 |
| 5,645 | Database Workload Characterization with Query Plan Encoders | 2022 | VLDB | 5.3928148e-05 |
| 3,376 | Storage Workload Estimation for Database Management Systems | 2007 | SIGMOD | 7.1621421e-05 |
| 4,966 | Releasing Cloud Databases from the Chains of Performance Prediction Models | 2017 | CIDR | 5.7949047e-05 |
| 4,075 | Towards Predicting Query Execution Time for Concurrent and Dynamic Database Workloads | 2013 | VLDB | 6.4699689e-05 |
| 704 | Query-based Workload Forecasting for Self-Driving Database Management Systems | 2018 | SIGMOD | 0.00017785557 |