Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace
Summary: Demonstrates Nimbus, a data marketplace for ML using model-based pricing (MBP) instead of data pricing. Sellers vend ML models with price/accuracy constraints; buyers acquire models under budget/accuracy goals, improving seller revenue and buyer affordability with low runtime cost. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Lingjiao Chen (University of Wisconsin)
- 2. Hongyi Wang (University of Wisconsin)
- 3. Leshang Chen (University of Pennsylvania)
- 4. Paraschos Koutris (University of Wisconsin)
- 5. Arun Kumar (University of California San Diego)
BibTeX Citation
@inproceedings{chen_sigmod19,
title = {{Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace}},
author = {Chen, Lingjiao and Wang, Hongyi and Chen, Leshang and Koutris, Paraschos and Kumar, Arun},
series = {{SIGMOD} '19},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3299869.3320231},
url = {https://dl.acm.org/doi/10.1145/3299869.3320231},
year = {2019}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,928 | Efficient Sampling Approaches to Shapley Value Approximation | 2023 | SIGMOD | 6.3502007e-05 |
| 6,115 | Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets | 2023 | VLDB | 5.8817545e-05 |
| 9,723 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 5.1349531e-05 |
| 10,414 | ASSS: Adaptive Stratified Sampling for Shapley-like Values | 2026 | SIGMOD | 4.9793485e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 105 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00033638251 |
| 654 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.0001510357 |
| 1,256 | Towards Linear Algebra over Normalized Data | 2017 | VLDB | 0.00011314687 |
| 1,362 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD | 0.0001091784 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 7,242 | Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration | 2023 | VLDB |
| 2 | 3,780 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB |
| 3 | 11,534 | A Profit-Maximizing Data Marketplace with Differentially Private Federated Learning under Price Competition | 2024 | SIGMOD |
| 4 | 11,552 | Performance-Based Pricing for Federated Learning via Auction | 2024 | VLDB |
| 5 | 3,729 | Protecting Data Markets from Strategic Buyers | 2022 | SIGMOD |
| 6 | 12,315 | Lifting the Haze off the Cloud: A Consumer-Centric Market for Database Computation in the Cloud | 2017 | VLDB |
| 7 | 5,977 | QueryMarket Demonstration: Pricing for Online Data Markets | 2012 | VLDB |
| 8 | 8,305 | Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB |
| 9 | 11,643 | DataPrice: An Interactive System for Pricing Datasets in Data Marketplaces | 2024 | VLDB |
| 10 | 1,362 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD |