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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
12090
Venue
VLDB
Year
2020
Pagerank
8.9607667e-05
Overall Rank
2,359 | 83.60%
DOI
10.14778/3407790.3407800

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
3,750 Data Acquisition for Improving Machine Learning Models 2021 VLDB 6.7895763e-05
4,138 Protecting Data Markets from Strategic Buyers 2022 SIGMOD 6.4175758e-05
4,774 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 5.9316087e-05
4,863 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 5.8697471e-05
5,024 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 5.7535043e-05
5,476 Containerized Execution of UDFs: An Experimental Evaluation 2022 VLDB 5.4866534e-05
5,784 What Is the Price for Joining Securely? Benchmarking Equi-Joins in Trusted Execution Environments 2022 VLDB 5.328804e-05
6,262 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 5.1349507e-05
6,263 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.1349507e-05
6,376 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 5.0916875e-05
6,723 On Shapley Value in Data Assemblage Under Independent Utility 2022 VLDB 4.9490816e-05
7,227 Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration 2023 VLDB 4.7952919e-05
7,321 Counterfactual Explanation of Shapley Value in Data Coalitions 2024 VLDB 4.7629325e-05
8,053 Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 4.5950705e-05
8,666 Contributions Estimation in Federated Learning: A Comprehensive Experimental Evaluation 2024 VLDB 4.471975e-05
9,991 The Pneuma Project: Reifying Information Needs as Relational Schemas to Automate Discovery, Guide Preparation, and Align Data with Intent 2026 CIDR 4.1945683e-05
10,842 ML-Asset Management: Curation, Discovery, and Utilization 2025 VLDB 4.1945683e-05
10,895 Towards an Objective Metric for Data Value Through Relevance 2024 CIDR 4.1945683e-05
10,955 Data Acquisition for Improving Model Confidence 2024 SIGMOD 4.1945683e-05
11,220 Lightweight Materialization for Fast Dashboards Over Joins 2023 SIGMOD 4.1945683e-05
11,230 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 4.1945683e-05
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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 0.0007857786
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051013264
398 Big Data Integration 2013 VLDB 0.00024372588
420 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00023719065
610 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00019232674
855 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.00015906735
923 Provenance and Scientific Workflows: Challenges and Opportunities 2008 SIGMOD 0.0001527609
1,204 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013319541
1,211 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00013257101
1,252 Principles of Dataspace Systems 2006 PODS 0.00013033186
1,277 The Data Civilizer System 2017 CIDR 0.00012879695
1,298 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00012758104
1,891 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 0.00010194092
2,576 S4: Top-k Spreadsheet-Style Search for Query Discovery 2015 SIGMOD 8.5112408e-05
3,038 Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics 2017 SIGMOD 7.6717218e-05
3,347 Collaborative Data Analytics with DataHub 2015 VLDB 7.1921364e-05
3,663 Reverse Engineering Aggregation Queries 2017 VLDB 6.8647221e-05
4,101 Less is More: Selecting Sources Wisely for Integration 2013 VLDB 6.4523909e-05
4,279 Revenue Maximization for Query Pricing 2020 VLDB 6.2953388e-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
6,780 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 4.9277708e-05
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