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Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia
Summary: DSC: data-sharing market model, protocol, and algorithms to form sustainable consortia via guaranteed participation and data-value compensation. It critiques Shapley sharing, proposing a practical, analysis-backed allocation to sustain market formation.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6675
- Venue
- SIGMOD
- Year
- 2023
- Pagerank
- 5.8697471e-05
- Overall Rank
- 4,863 | 66.18%
- DOI
-
10.1145/3589317
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 16 of 16 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 939 |
Data Lake Management: Challenges and Opportunities |
2019 |
VLDB |
0.00015187344 |
| 1,207 |
BlockchainDB - A Shared Database on Blockchains |
2019 |
VLDB |
0.00013277133 |
| 1,281 |
DataHub: Collaborative Data Science & Dataset Version Management at Scale |
2015 |
CIDR |
0.00012854744 |
| 1,298 |
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms |
2019 |
VLDB |
0.00012758104 |
| 1,307 |
SMCQL: Secure Querying for Federated Databases |
2017 |
VLDB |
0.0001266709 |
| 1,377 |
Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics |
2021 |
CIDR |
0.00012296941 |
| 1,630 |
Garlic: A New Flavor of Federated Query Processing for DB2 |
2002 |
SIGMOD |
0.0001108111 |
| 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 |
| 3,844 |
The evolution of Amazon Redshift (extended abstract) |
2021 |
VLDB |
6.7076451e-05 |
| 5,271 |
ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning |
2017 |
SIGMOD |
5.5941385e-05 |
| 5,563 |
AnyLog: a Grand Unification of the Internet of Things |
2020 |
CIDR |
5.4328568e-05 |
| 5,746 |
Hu-Fu: Efficient and Secure Spatial Queries over Data Federation |
2022 |
VLDB |
5.3420687e-05 |
| 6,663 |
Data Station: Delegated, Trustworthy, and Auditable Computation to Enable Data-Sharing Consortia with a Data Escrow |
2022 |
VLDB |
4.9704093e-05 |
| 8,053 |
Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy |
2021 |
VLDB |
4.5950705e-05 |
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| Overall Rank |
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Year |
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| 6,663 |
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2022 |
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| 10,132 |
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SIGMOD |
4.1945683e-05 |
| 2,359 |
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2020 |
VLDB |
8.9607667e-05 |