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Data Market Platforms: Trading Data Assets to Solve Data Problems
Summary: Proposes data market platforms to monetize data sharing, solving incentives by rewarding owners and matching needs. Outlines market design and systems implementation for internal and cross-org markets, treating data as a first-class asset.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 12091
- Venue
- VLDB
- Year
- 2020
- Pagerank
- 8.9521259e-05
- Overall Rank
- 2,366 | 83.56%
- DOI
-
10.14778/3407790.3407800
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 21 of 21 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,754 |
Data Acquisition for Improving Machine Learning Models |
2021 |
VLDB |
6.7830341e-05 |
| 4,140 |
Protecting Data Markets from Strategic Buyers |
2022 |
SIGMOD |
6.4114048e-05 |
| 4,779 |
LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems |
2021 |
SIGMOD |
5.9259373e-05 |
| 4,864 |
Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia |
2023 |
SIGMOD |
5.8641082e-05 |
| 5,022 |
Towards Distribution-aware Query Answering in Data Markets |
2022 |
VLDB |
5.7479778e-05 |
| 5,486 |
Containerized Execution of UDFs: An Experimental Evaluation |
2022 |
VLDB |
5.481452e-05 |
| 5,795 |
What Is the Price for Joining Securely? Benchmarking Equi-Joins in Trusted Execution Environments |
2022 |
VLDB |
5.3236883e-05 |
| 6,262 |
Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games |
2024 |
SIGMOD |
5.1300221e-05 |
| 6,263 |
Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets |
2023 |
VLDB |
5.1300221e-05 |
| 6,375 |
DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search |
2024 |
VLDB |
5.0868008e-05 |
| 6,728 |
On Shapley Value in Data Assemblage Under Independent Utility |
2022 |
VLDB |
4.9443317e-05 |
| 7,227 |
Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration |
2023 |
VLDB |
4.7906919e-05 |
| 7,319 |
Counterfactual Explanation of Shapley Value in Data Coalitions |
2024 |
VLDB |
4.7583643e-05 |
| 8,055 |
Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy |
2021 |
VLDB |
4.5906619e-05 |
| 8,664 |
Contributions Estimation in Federated Learning: A Comprehensive Experimental Evaluation |
2024 |
VLDB |
4.4676883e-05 |
| 9,990 |
The Pneuma Project: Reifying Information Needs as Relational Schemas to Automate Discovery, Guide Preparation, and Align Data with Intent |
2026 |
CIDR |
4.1905499e-05 |
| 10,846 |
ML-Asset Management: Curation, Discovery, and Utilization |
2025 |
VLDB |
4.1905499e-05 |
| 10,899 |
Towards an Objective Metric for Data Value Through Relevance |
2024 |
CIDR |
4.1905499e-05 |
| 10,958 |
Data Acquisition for Improving Model Confidence |
2024 |
SIGMOD |
4.1905499e-05 |
| 11,222 |
Lightweight Materialization for Fast Dashboards Over Joins |
2023 |
SIGMOD |
4.1905499e-05 |
| 11,232 |
VersaMatch: Ontology Matching with Weak Supervision |
2023 |
VLDB |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 22 of 22 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 31 |
Provenance Semirings |
2007 |
PODS |
0.00078516827 |
| 94 |
CrowdDB: Answering Queries with Crowdsourcing |
2011 |
SIGMOD |
0.00051273089 |
| 394 |
Big Data Integration |
2013 |
VLDB |
0.0002447017 |
| 420 |
InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables |
2012 |
SIGMOD |
0.00023700634 |
| 609 |
Goods: Organizing Google's Datasets |
2016 |
SIGMOD |
0.00019223217 |
| 853 |
Integrating Conflicting Data: The Role of Source Dependence |
2009 |
VLDB |
0.00015892569 |
| 921 |
Provenance and Scientific Workflows: Challenges and Opportunities |
2008 |
SIGMOD |
0.00015261463 |
| 1,161 |
VerdictDB: Universalizing Approximate Query Processing |
2018 |
SIGMOD |
0.00013579831 |
| 1,214 |
Truth Finding on the Deep Web: Is the Problem Solved? |
2013 |
VLDB |
0.00013246179 |
| 1,251 |
Principles of Dataspace Systems |
2006 |
PODS |
0.0001302453 |
| 1,274 |
The Data Civilizer System |
2017 |
CIDR |
0.00012869297 |
| 1,293 |
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms |
2019 |
VLDB |
0.00012749902 |
| 1,891 |
Towards Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
0.0001018452 |
| 2,577 |
S4: Top-k Spreadsheet-Style Search for Query Discovery |
2015 |
SIGMOD |
8.5066436e-05 |
| 3,044 |
Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics |
2017 |
SIGMOD |
7.6624689e-05 |
| 3,351 |
Collaborative Data Analytics with DataHub |
2015 |
VLDB |
7.1859291e-05 |
| 3,668 |
Reverse Engineering Aggregation Queries |
2017 |
VLDB |
6.8581987e-05 |
| 4,102 |
Less is More: Selecting Sources Wisely for Integration |
2013 |
VLDB |
6.4462412e-05 |
| 4,275 |
Revenue Maximization for Query Pricing |
2020 |
VLDB |
6.2895439e-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 |
| 6,780 |
Domain-Aware Multi-Truth Discovery from Conflicting Sources |
2018 |
VLDB |
4.9230376e-05 |
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| Overall Rank |
Paper |
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Towards Model-based Pricing for Machine Learning in a Data Marketplace |
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SIGMOD |
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| 1,660 |
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VLDB |
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| 4,864 |
Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia |
2023 |
SIGMOD |
5.8641082e-05 |
| 4,140 |
Protecting Data Markets from Strategic Buyers |
2022 |
SIGMOD |
6.4114048e-05 |