awesome-data-valuation

A curated list of data valuation papers and related resources

Contents

• Review/survey papers
• Datasets
• Awesome Researchers
• Awesome Resources
• Awesome Companies
• Courses

2020 Papers

• Data Market Platforms Trading Data Assets to Solve Data Problems
• Dealer: End-to-End Data Marketplace with Model-based pricing
• A Survey on Data Pricing from Economics to Data Science
• A Distributional Framework for Data Valuation
• Absolute Shapley Value

2019 Papers

• Towards Mo del-base d Pricing for Machine Learning in a Data Marketplace
• Data Shapley Equitable Valuation of Data for Machine Learning, Source Code
• Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms, Source Code
• Towards Efficient Data Valuation Based on the Shapley Value
• A marketplace for data: An algorithmic solution

2018 Papers

• Model-based Pricing for Machine Learning in a Data Marketplace

2010-2016

• A Pricing Model for Big Personal Data
• A Theory of Pricing Private Data
• Pricing Private Data
• A Pricing Model for Data Markets

Review/survey Papers

• A Survey on Data Pricing from Economics to Data Science

Datasets

• (Under Construction)

Awesome Researchers

• Jinfei Liu
• RAUL CASTRO FERNANDEZ
• Ruoxi Jia
• James Zou
• Amirata Ghorbani
• Marc van Lieshout
• Vasilis Gkatzelis

Awesome Resources

• ICML Workshop on ECOnomics of Privacy and Data Labor-2020
• Data Co-op Workshop

Awesome Companies

• Ocean

Courses

• Valuation of data and AI

Contributions are always welcomed!

If you have any suggestions (missing papers, projects, source code, new papers, key researchers, dataset, etc.), please feel free to edit and pull a request. (or just let me know the title of paper)