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Towards Model-based Pricing for Machine Learning in a Data Marketplace
Summary: Proposes a model-based pricing (MBP) framework pricing ML models not data in a data marketplace. Adds a noise-injection MBP with arbitrage-free pricing; enables revenue optimization under market scenarios and shows buyer affordability and low runtime.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5609
- Venue
- SIGMOD
- Year
- 2019
- Pagerank
- 0.00010194092
- Overall Rank
- 1,891 | 86.85%
- DOI
-
10.1145/3299869.3300078
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 21 of 21 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 2,359 |
Data Market Platforms: Trading Data Assets to Solve Data Problems |
2020 |
VLDB |
8.9607667e-05 |
| 3,750 |
Data Acquisition for Improving Machine Learning Models |
2021 |
VLDB |
6.7895763e-05 |
| 3,836 |
Dealer: An End-to-End Model Marketplace with Differential Privacy |
2021 |
VLDB |
6.7153977e-05 |
| 4,138 |
Protecting Data Markets from Strategic Buyers |
2022 |
SIGMOD |
6.4175758e-05 |
| 5,024 |
Towards Distribution-aware Query Answering in Data Markets |
2022 |
VLDB |
5.7535043e-05 |
| 6,262 |
Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games |
2024 |
SIGMOD |
5.1349507e-05 |
| 6,263 |
Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets |
2023 |
VLDB |
5.1349507e-05 |
| 6,549 |
Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
5.0175568e-05 |
| 6,723 |
On Shapley Value in Data Assemblage Under Independent Utility |
2022 |
VLDB |
4.9490816e-05 |
| 7,321 |
Counterfactual Explanation of Shapley Value in Data Coalitions |
2024 |
VLDB |
4.7629325e-05 |
| 7,380 |
Efficient Sampling Approaches to Shapley Value Approximation |
2023 |
SIGMOD |
4.746272e-05 |
| 7,932 |
P-Shapley: Shapley Values on Probabilistic Classifiers |
2024 |
VLDB |
4.613363e-05 |
| 9,097 |
Managing Conflicting Interests of Stakeholders in Influencer Marketing |
2023 |
SIGMOD |
4.3967784e-05 |
| 10,107 |
Reliable and Private Utility Signaling for Data Markets |
2026 |
SIGMOD |
4.1945683e-05 |
| 10,392 |
Shapley Value Estimation Based on Differential Matrix |
2025 |
SIGMOD |
4.1945683e-05 |
| 10,499 |
Privacy and Accuracy-Aware AI/ML Model Deduplication |
2025 |
SIGMOD |
4.1945683e-05 |
| 10,655 |
A Comprehensive Study of Shapley Value in Data Analytics |
2025 |
VLDB |
4.1945683e-05 |
| 10,724 |
Privacy-Enhanced Database Synthesis for Benchmark Publishing |
2025 |
VLDB |
4.1945683e-05 |
| 10,955 |
Data Acquisition for Improving Model Confidence |
2024 |
SIGMOD |
4.1945683e-05 |
| 10,978 |
A Profit-Maximizing Data Marketplace with Differentially Private Federated Learning under Price Competition |
2024 |
SIGMOD |
4.1945683e-05 |
| 11,003 |
Performance-Based Pricing for Federated Learning via Auction |
2024 |
VLDB |
4.1945683e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 140 |
The MADlib Analytics Library or MAD Skills, the SQL |
2012 |
VLDB |
0.00042270404 |
| 178 |
Boosting the Accuracy of Differentially Private Histograms Through Consistency |
2010 |
VLDB |
0.00037697111 |
| 557 |
SystemML: Declarative Machine Learning on Spark |
2016 |
VLDB |
0.00020197988 |
| 761 |
Materialization Optimizations for Feature Selection Workloads |
2014 |
SIGMOD |
0.00017053783 |
| 1,420 |
Data Management Challenges in Production Machine Learning |
2017 |
SIGMOD |
0.00012057956 |
| 1,660 |
Data Markets in the Cloud: An Opportunity for the Database Community |
2011 |
VLDB |
0.00010979534 |
| 1,771 |
On Arbitrage-free Pricing for General Data Queries |
2014 |
VLDB |
0.00010617356 |
| 2,370 |
Query-Based Data Pricing |
2012 |
PODS |
8.9488834e-05 |
| 2,434 |
Optimizing error of high-dimensional statistical queries under differential privacy |
2018 |
VLDB |
8.8278955e-05 |
| 2,743 |
Toward Practical Query Pricing with QueryMarket |
2013 |
SIGMOD |
8.1897331e-05 |
| 3,958 |
MLog: Towards Declarative In-Database Machine Learning |
2017 |
VLDB |
6.5897636e-05 |
| 4,794 |
Optimal Random Perturbation at Multiple Privacy Levels |
2009 |
VLDB |
5.9161511e-05 |
| 5,687 |
Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges |
2017 |
SIGMOD |
5.3706593e-05 |
| 5,800 |
QueryMarket Demonstration: Pricing for Online Data Markets |
2012 |
VLDB |
5.3211601e-05 |
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