Cumulon: Matrix-Based Data Analytics in the Cloud with Spot Instances
Summary: Cumulon enables matrix-based analytics in the cloud with end-to-end spot-instance support. It offers elastic compute/storage and automatic cost-based optimization of execution, deployment, and bidding, with uncertainty-aware risk controls. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Botong Huang
- 2. Nicholas W.D. Jarrett
- 3. Shivnath Babu
- 4. Sayan Mukherjee
- 5. Jun Yang
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,534 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011462072 |
| 7,291 | Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities | 2022 | SIGMOD | 4.7677422e-05 |
| 10,586 | Agamotto: Scheduling of Deadline-Oriented Incremental Query Execution under Uncertain Resource Price | 2025 | VLDB | 4.1905499e-05 |
| 13,352 | Cumulon-D: Data Analytics in a Dynamic Spot Market | 2017 | VLDB | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,672 | Cumulon: Optimizing Statistical Data Analysis in the Cloud | 2013 | SIGMOD | 8.3334428e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,787 | Cost-Intelligent Data Analytics in the Cloud | 2024 | CIDR | 4.6468106e-05 |
| 12,053 | COCCUS: Self-Configured Cost-Based Query Services in the Cloud | 2013 | SIGMOD | 4.1905499e-05 |
| 11,825 | Lifting the Haze off the Cloud: A Consumer-Centric Market for Database Computation in the Cloud | 2017 | VLDB | 4.1905499e-05 |
| 12,134 | CloudAlloc: A Monitoring and Reservation System for Compute Clusters | 2012 | SIGMOD | 4.1905499e-05 |
| 9,848 | Saving Money for Analytical Workloads in the Cloud | 2024 | VLDB | 4.2680295e-05 |
| 8,357 | Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools | 2023 | SIGMOD | 4.5325029e-05 |
| 13,438 | Data Mining Algorithms as a Service in the Cloud: Exploiting Relational Database Systems | 2013 | SIGMOD | - |
| 7,063 | CompuCache: Remote Computable Caching using Spot VMs | 2022 | CIDR | 4.8397918e-05 |
| 2,672 | Cumulon: Optimizing Statistical Data Analysis in the Cloud | 2013 | SIGMOD | 8.3334428e-05 |
| 13,352 | Cumulon-D: Data Analytics in a Dynamic Spot Market | 2017 | VLDB | - |