The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox
Summary: Velox: low-latency, scalable model management and serving that turns offline-trained models into production services with per-request prediction and adaptive materialization. Adds lightweight online updates and dynamic weighting to balance freshness, accuracy, and latency. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Daniel Crankshaw (University of California Berkeley)
- 2. Peter Bailis (University of California Berkeley)
- 3. Joseph E. Gonzalez (University of California Berkeley)
- 4. Haoyuan Li (University of California Berkeley)
- 5. Zhao Zhang (University of California Berkeley)
- 6. Michael J. Franklin (University of California Berkeley)
- 7. Ali Ghodsi (University of California Berkeley)
- 8. Michael I. Jordan (University of California Berkeley)
BibTeX Citation
@inproceedings{crankshaw_cidr15,
address = {Amsterdam, Netherlands},
series = {{CIDR} '15},
title = {{The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Crankshaw, Daniel and Bailis, Peter and Gonzalez, Joseph E. and Li, Haoyuan and Zhang, Zhao and Franklin, Michael J. and Ghodsi, Ali and Jordan, Michael I.},
year = {2015}
}
Incoming Citations (Sorted by Pagerank)
Showing 11 of 11 citing papers.
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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 |
|---|---|---|---|---|
| 183 | Applying Model Management to Classical Meta Data Problems | 2003 | CIDR | 0.00026283359 |
| 408 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00019008806 |
| 518 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00017167492 |
| 532 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.00017072641 |
| 640 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.00015409494 |
| 820 | BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models | 2008 | VLDB | 0.00013814535 |
| 2,177 | The Case for Predictive Database Systems: Opportunities and Challenges | 2011 | CIDR | 9.0159844e-05 |
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