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
- 2. Ugur Cetintemel
- 3. Matteo Riondato
- 4. Eli Upfal
- 5. Stan Zdonik
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 543 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.00020526854 |
| 1,019 | Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques | 2012 | VLDB | 0.00014625603 |
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 3,580 | Query Performance Prediction for Concurrent Queries using Graph Embedding | 2020 | VLDB | 6.9500996e-05 |
| 4,576 | The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox | 2015 | CIDR | 6.0721464e-05 |
| 4,804 | Efficient Deep Learning Pipelines for Accurate Cost Estimations Over Large Scale Query Workload | 2021 | SIGMOD | 5.910467e-05 |
| 4,842 | Towards Dynamic and Safe Configuration Tuning for Cloud Databases | 2022 | SIGMOD | 5.8826802e-05 |
| 9,956 | SCompression: Enhancing Database Knob Tuning Efficiency Through Slice-Based OLTP Workload Compression | 2025 | VLDB | 4.2373024e-05 |
| 11,897 | Capturing the Laws of (Data) Nature | 2015 | CIDR | 4.1945683e-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 |
|---|---|---|---|---|
| 321 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027527389 |
| 469 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022406923 |
| 3,445 | Processing Forecasting Queries | 2007 | VLDB | 7.08644e-05 |
| 3,549 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD | 6.9858057e-05 |
| 5,850 | Active and Accelerated Learning of Cost Models for Optimizing Scientific Applications | 2006 | VLDB | 5.3009887e-05 |
| 9,586 | A Skip-list Approach for Efficiently Processing Forecasting Queries | 2008 | VLDB | 4.3218691e-05 |
| 12,271 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 4.1945683e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,271 | Database-support for Continuous Prediction Queries over Streaming Data | 2010 | VLDB | 4.1945683e-05 |
| 4,590 | MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems | 2021 | SIGMOD | 6.0620053e-05 |
| 11,300 | Towards Auto-Generated Data Systems | 2023 | VLDB | 4.1945683e-05 |
| 11,650 | Query-Driven Learning for Next Generation Predictive Modeling & Analytics | 2019 | SIGMOD | 4.1945683e-05 |
| 6,775 | A Unified Transferable Model for ML-Enhanced DBMS | 2022 | CIDR | 4.9299192e-05 |
| 716 | Query-based Workload Forecasting for Self-Driving Database Management Systems | 2018 | SIGMOD | 0.00017723171 |
| 4,844 | Data is Dead… Without What-If Models | 2011 | VLDB | 5.8813803e-05 |
| 711 | A Case for A Collaborative Query Management System | 2009 | CIDR | 0.00017751589 |
| 359 | Self-Driving Database Management Systems | 2017 | CIDR | 0.0002592783 |
| 3,875 | Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML | 2020 | CIDR | 6.675257e-05 |