A Survey on Data Markets

J Zhang, Y Bi, M Cheng, J Liu, K Ren, Q Sun… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Data is the new oil of the 21st century. The growing trend of trading data for greater welfare
has led to the emergence of data markets. A data market is any mechanism whereby the …

When Data Pricing Meets Non-Cooperative Game Theory

Y Bi, Y Wu, J Liu, K Ren, L **ong - 2024 IEEE 40th …, 2024‏ - ieeexplore.ieee.org
Driven by the growing field of data intelligence, data market emerges as a promising
paradigm for data exchange, enabling the full utilization of data. Data pricing is an essential …

On the theoretical foundations of data exchange economies

H Akrami, BR Chaudhury, J Garg… - arxiv preprint arxiv …, 2024‏ - arxiv.org
The immense success of ML systems relies heavily on large-scale, high-quality data. The
high demand for data has led to many paradigms that involve selling, exchanging, and …

Strategic Classification With Externalities

Y Chen, S Hossain, E Micha, A Procaccia - arxiv preprint arxiv …, 2024‏ - arxiv.org
We propose a new variant of the strategic classification problem: a principal reveals a
classifier, and $ n $ agents report their (possibly manipulated) features to be classified …

[PDF][PDF] Algorithmic Solutions for Fairness and Efficiency in Allocation and Data Exchange Problems

A Murhekar‏ - mail.aniket2.web.illinois.edu
Algorithmic decision-making is prevalent in today's world and is being increasingly used to
address a wide range of societal and industrial challenges. These challenges range from …