Protecting Data Markets from Strategic Buyers
Summary: Protecting online data markets from strategic buyers with a data-specific pricing algorithm and techniques that treat data as an asset. Evaluations with a user study and simulations show participant strategies and robustness of the pricing approach. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Raul Castro Fernandez (University of Chicago)
BibTeX Citation
@inproceedings{fernandez_sigmod22,
title = {{Protecting Data Markets from Strategic Buyers}},
author = {Fernandez, Raul Castro},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3517855},
url = {https://dl.acm.org/doi/10.1145/3514221.3517855},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,955 | Efficient Sampling Approaches to Shapley Value Approximation | 2023 | SIGMOD | 6.3262068e-05 |
| 7,261 | Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration | 2023 | VLDB | 5.5563116e-05 |
| 8,173 | P-Shapley: Shapley Values on Probabilistic Classifiers | 2024 | VLDB | 5.369694e-05 |
| 9,039 | Data Acquisition for Improving Model Confidence | 2024 | SIGMOD | 5.2188954e-05 |
| 9,452 | Managing Conflicting Interests of Stakeholders in Influencer Marketing | 2023 | SIGMOD | 5.1608635e-05 |
| 9,759 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 5.115551e-05 |
| 10,492 | ASSS: Adaptive Stratified Sampling for Shapley-like Values | 2026 | SIGMOD | 4.9605343e-05 |
| 10,666 | Reliable and Private Utility Signaling for Data Markets | 2026 | SIGMOD | 4.9605343e-05 |
| 10,682 | A Game Theory Approach for Negotiating in Data Marketplaces | 2026 | SIGMOD | 4.9605343e-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 |
|---|---|---|---|---|
| 897 | Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms | 2019 | VLDB | 0.00013162662 |
| 1,369 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD | 0.00010876597 |
| 1,858 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 9.4779185e-05 |
| 3,024 | Data Acquisition for Improving Machine Learning Models | 2021 | VLDB | 7.7237124e-05 |
| 3,789 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB | 6.998403e-05 |
| 4,001 | Revenue Maximization for Query Pricing | 2020 | VLDB | 6.8470053e-05 |
| 5,656 | AnyLog: a Grand Unification of the Internet of Things | 2020 | CIDR | 6.0318106e-05 |
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| 1 | 9,812 | Online Optimization and Fair Costing for Dynamic Data Sharing in a Cloud Data Market | 2014 | SIGMOD |
| 2 | 8,326 | Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB |
| 3 | 3,789 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB |
| 4 | 5,988 | QueryMarket Demonstration: Pricing for Online Data Markets | 2012 | VLDB |
| 5 | 11,696 | DataPrice: An Interactive System for Pricing Datasets in Data Marketplaces | 2024 | VLDB |
| 6 | 11,607 | Performance-Based Pricing for Federated Learning via Auction | 2024 | VLDB |
| 7 | 10,682 | A Game Theory Approach for Negotiating in Data Marketplaces | 2026 | SIGMOD |
| 8 | 1,369 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD |
| 9 | 11,589 | A Profit-Maximizing Data Marketplace with Differentially Private Federated Learning under Price Competition | 2024 | SIGMOD |
| 10 | 1,858 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB |