The Case for Predictive Database Systems: Opportunities and Challenges
Summary: Proposes integrating model management into DBMS cores so declarative predictive queries run with optimizer-managed model training/selection for both self-management and user-facing analytics. Outlines challenges in profiling, physical design and optimizer integration and presents Longview, a prototype predicting query performance. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mert Akdere (Brown University)
- 2. Ugur Cetintemel (Brown University)
- 3. Matteo Riondato (Brown University)
- 4. Eli Upfal (Brown University)
- 5. Stan Zdonik (Brown University)
BibTeX Citation
@inproceedings{akdere_cidr11,
address = {Amsterdam, Netherlands},
series = {{CIDR} '11},
title = {{The Case for Predictive Database Systems: Opportunities and Challenges}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Akdere, Mert and Cetintemel, Ugur and Riondato, Matteo and Upfal, Eli and Zdonik, Stan},
year = {2011}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 532 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.00017072641 |
| 682 | Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques | 2012 | VLDB | 0.00015014887 |
| 1,250 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011485301 |
| 2,812 | Query Performance Prediction for Concurrent Queries using Graph Embedding | 2020 | VLDB | 8.0979597e-05 |
| 3,953 | Efficient Deep Learning Pipelines for Accurate Cost Estimations Over Large Scale Query Workload | 2021 | SIGMOD | 6.996368e-05 |
| 4,011 | Towards Dynamic and Safe Configuration Tuning for Cloud Databases | 2022 | SIGMOD | 6.959982e-05 |
| 4,214 | The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox | 2015 | CIDR | 6.8276099e-05 |
| 10,105 | SCompression: Enhancing Database Knob Tuning Efficiency Through Slice-Based OLTP Workload Compression | 2025 | VLDB | 5.1435736e-05 |
| 12,096 | Capturing the Laws of (Data) Nature | 2015 | CIDR | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 238 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.0002369322 |
| 408 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00019008806 |
| 3,493 | Processing Forecasting Queries | 2007 | VLDB | 7.3650273e-05 |
| 3,698 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD | 7.1887638e-05 |
| 6,503 | Active and Accelerated Learning of Cost Models for Optimizing Scientific Applications | 2006 | VLDB | 5.8598189e-05 |
| 9,805 | A Skip-list Approach for Efficiently Processing Forecasting Queries | 2008 | VLDB | 5.21582e-05 |
| 12,466 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 5.093636e-05 |
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