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
- 2. Shivnath Babu
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 2,084 | The Case for Predictive Database Systems: Opportunities and Challenges | 2011 | CIDR | 9.5820534e-05 |
| 2,573 | Query Optimization for Dynamic Imputation | 2017 | VLDB | 8.518235e-05 |
| 9,586 | A Skip-list Approach for Efficiently Processing Forecasting Queries | 2008 | VLDB | 4.3218691e-05 |
| 12,203 | Resiliency-Aware Data Management | 2011 | VLDB | 4.1945683e-05 |
| 12,271 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 4.1945683e-05 |
| 12,311 | Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) | 2009 | SIGMOD | 4.1945683e-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 | 0.0040449103 |
| 14 | Online Aggregation | 1997 | SIGMOD | 0.0010801504 |
| 469 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022406923 |
| 477 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00022221803 |
| 785 | StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time | 2002 | VLDB | 0.00016664156 |
| 904 | Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications | 1998 | SIGMOD | 0.00015469655 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,473 | Facilitating SQL Query Composition and Analysis | 2020 | SIGMOD | 5.4885366e-05 |
| 4,617 | Adaptive Query Processing in the Looking Glass | 2005 | CIDR | 6.0446738e-05 |
| 11,539 | FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data | 2021 | VLDB | 4.1945683e-05 |
| 5,825 | Adaptive Query Processing: Why, How, When, What Next | 2006 | SIGMOD | 5.3126934e-05 |
| 12,271 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 4.1945683e-05 |
| 11,650 | Query-Driven Learning for Next Generation Predictive Modeling & Analytics | 2019 | SIGMOD | 4.1945683e-05 |
| 7,806 | Adaptive Execution of Variable-Accuracy Functions | 2006 | VLDB | 4.6459438e-05 |
| 13,113 | Fully Automated Correlated Time Series Forecasting in Minutes | 2025 | VLDB | - |
| 9,586 | A Skip-list Approach for Efficiently Processing Forecasting Queries | 2008 | VLDB | 4.3218691e-05 |
| 716 | Query-based Workload Forecasting for Self-Driving Database Management Systems | 2018 | SIGMOD | 0.00017723171 |