Processing Forecasting Queries
Summary: Fa enables declarative forecasting queries (one-time and continuous) with real-time forecasts and accuracy estimates. It presents a novel plan space across data transforms, learned models, and inference, with adaptive processing for time-varying streams; experiments show scalable plan selection and forecast accuracy. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Songyun Duan (Duke University)
- 2. Shivnath Babu (Duke University)
BibTeX Citation
@article{duan_vldb07,
title = {{Processing Forecasting Queries}},
author = {Duan, Songyun and Babu, Shivnath},
journal = {PVLDB},
series = {{VLDB} '07},
pages = {711--722},
year = {2007}
}
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,255 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011325762 |
| 2,209 | The Case for Predictive Database Systems: Opportunities and Challenges | 2011 | CIDR | 8.8326479e-05 |
| 2,239 | Query Optimization for Dynamic Imputation | 2017 | VLDB | 8.7745792e-05 |
| 9,990 | A Skip-list Approach for Efficiently Processing Forecasting Queries | 2008 | VLDB | 5.0998353e-05 |
| 12,689 | Resiliency-Aware Data Management | 2011 | VLDB | 4.9793485e-05 |
| 12,757 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 4.9793485e-05 |
| 12,795 | Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) | 2009 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1 | Access Path Selection in a Relational Database Management System | 1979 | SIGMOD | 0.0023947656 |
| 9 | Online Aggregation | 1997 | SIGMOD | 0.00076195956 |
| 343 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00020519525 |
| 417 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00018631353 |
| 678 | StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time | 2002 | VLDB | 0.00014838454 |
| 1,006 | Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications | 1998 | SIGMOD | 0.00012573124 |
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|---|---|---|---|---|
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| 2 | 4,045 | Adaptive Query Processing in the Looking Glass | 2005 | CIDR |
| 3 | 12,039 | FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data | 2021 | VLDB |
| 4 | 6,198 | Adaptive Query Processing: Why, How, When, What Next | 2006 | SIGMOD |
| 5 | 12,757 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB |
| 6 | 12,145 | Query-Driven Learning for Next Generation Predictive Modeling & Analytics | 2019 | SIGMOD |
| 7 | 8,317 | Adaptive Execution of Variable-Accuracy Functions | 2006 | VLDB |
| 8 | 13,640 | Fully Automated Correlated Time Series Forecasting in Minutes | 2025 | VLDB |
| 9 | 9,990 | A Skip-list Approach for Efficiently Processing Forecasting Queries | 2008 | VLDB |
| 10 | 460 | Query-based Workload Forecasting for Self-Driving Database Management Systems | 2018 | SIGMOD |