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 |
|---|---|---|---|---|
| 4,113 | RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection | 2021 | SIGMOD | 6.4420064e-05 |
| 10,400 | ABase: the Multi-Tenant NoSQL Serverless Database for Diverse and Dynamic Workloads in Large-scale Cloud Environments | 2025 | SIGMOD | 4.1945683e-05 |
| 10,932 | Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB | 2024 | SIGMOD | 4.1945683e-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 |
|---|---|---|---|---|
| 3,122 | Dynamic Workload Management for Very Large Data Warehouses – Juggling Feathers and Bowling Balls | 2007 | VLDB | 7.5264988e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,476 | Classical and Contemporary Approaches to Big Time Series Forecasting | 2019 | SIGMOD | 6.1517903e-05 |
| 4,888 | Forecasting Big Time Series: Old and New | 2018 | VLDB | 5.8531064e-05 |
| 8,131 | Sibyl: Forecasting Time-Evolving Query Workloads | 2024 | SIGMOD | 4.5784634e-05 |
| 718 | Performance Prediction for Concurrent Database Workloads | 2011 | SIGMOD | 0.0001763106 |
| 4,549 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0926728e-05 |
| 5,637 | Database Workload Characterization with Query Plan Encoders | 2022 | VLDB | 5.3979505e-05 |
| 3,370 | Storage Workload Estimation for Database Management Systems | 2007 | SIGMOD | 7.1704153e-05 |
| 4,961 | Releasing Cloud Databases from the Chains of Performance Prediction Models | 2017 | CIDR | 5.7984657e-05 |
| 4,088 | Towards Predicting Query Execution Time for Concurrent and Dynamic Database Workloads | 2013 | VLDB | 6.4603918e-05 |
| 716 | Query-based Workload Forecasting for Self-Driving Database Management Systems | 2018 | SIGMOD | 0.00017723171 |