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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
h65c407a770e2587d
Venue
SIGMOD
Year
2023
Pagerank
6.3383989e-05
Overall Rank
4,930 | 66.96%
DOI
10.1145/3589317

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fernandez_sigmod23,
        title = {{Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia}},
        author = {Fernandez, Raul Castro},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589317},
        url = {https://dl.acm.org/doi/10.1145/3589317},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

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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
623 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015446839
897 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00013162662
955 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012856295
1,089 DataHub: Collaborative Data Science & Dataset Version Management at Scale 2015 CIDR 0.00012062983
1,139 BlockchainDB - A Shared Database on Blockchains 2019 VLDB 0.00011833542
1,499 SMCQL: Secure Querying for Federated Databases 2017 VLDB 0.00010445281
1,692 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 9.8382183e-05
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
3,649 The evolution of Amazon Redshift (extended abstract) 2021 VLDB 7.1172165e-05
3,789 Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 6.998403e-05
4,909 Hu-Fu: Efficient and Secure Spatial Queries over Data Federation 2022 VLDB 6.3469778e-05
5,001 Data Station: Delegated, Trustworthy, and Auditable Computation to Enable Data-Sharing Consortia with a Data Escrow 2022 VLDB 6.3079716e-05
5,137 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 6.244375e-05
5,656 AnyLog: a Grand Unification of the Internet of Things 2020 CIDR 6.0318106e-05
8,326 Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 5.3385147e-05
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