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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
6676
Venue
SIGMOD
Year
2023
Pagerank
5.8641082e-05
Overall Rank
4,864 | 66.20%
DOI
10.1145/3589317

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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
936 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015197838
1,209 BlockchainDB - A Shared Database on Blockchains 2019 VLDB 0.00013264286
1,278 DataHub: Collaborative Data Science & Dataset Version Management at Scale 2015 CIDR 0.00012851949
1,291 SMCQL: Secure Querying for Federated Databases 2017 VLDB 0.00012771034
1,293 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00012749902
1,356 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012409986
1,632 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 0.00011070537
2,366 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 8.9521259e-05
3,754 Data Acquisition for Improving Machine Learning Models 2021 VLDB 6.7830341e-05
3,836 Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 6.7127853e-05
3,838 The evolution of Amazon Redshift (extended abstract) 2021 VLDB 6.7113252e-05
5,276 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 5.5887569e-05
5,572 AnyLog: a Grand Unification of the Internet of Things 2020 CIDR 5.4276288e-05
5,759 Hu-Fu: Efficient and Secure Spatial Queries over Data Federation 2022 VLDB 5.3372523e-05
6,666 Data Station: Delegated, Trustworthy, and Auditable Computation to Enable Data-Sharing Consortia with a Data Escrow 2022 VLDB 4.9656391e-05
8,055 Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 4.5906619e-05
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