[HTML][HTML] Data-driven learning for data rights, data pricing, and privacy computing

J Xu, N Hong, Z Xu, Z Zhao, C Wu, K Kuang, J Wang… - Engineering, 2023 - Elsevier
In recent years, data has become one of the most important resources in the digital
economy. Unlike traditional resources, the digital nature of data makes it difficult to value …

Equitable data valuation meets the right to be forgotten in model markets

H Xia, J Liu, J Lou, Z Qin, K Ren, Y Cao… - Proceedings of the VLDB …, 2023 - dl.acm.org
The increasing demand for data-driven machine learning (ML) models has led to the
emergence of model markets, where a broker collects personal data from data owners to …

Data-sharing markets: model, protocol, and algorithms to incentivize the formation of data-sharing consortia

R Castro Fernandez - Proceedings of the ACM on Management of Data, 2023 - dl.acm.org
Organizations that would mutually benefit from pooling their data are otherwise wary of
sharing. This is because sharing data is costly-in time and effort-and, at the same time, the …

Efficient sampling approaches to shapley value approximation

J Zhang, Q Sun, J Liu, L Xiong, J Pei… - Proceedings of the ACM on …, 2023 - dl.acm.org
Shapley value provides a unique way to fairly assess each player's contribution in a
coalition and has enjoyed many applications. However, the exact computation of Shapley …

Towards distribution-aware query answering in data markets

A Asudeh, F Nargesian - Proceedings of the VLDB Endowment, 2022 - dl.acm.org
Addressing the increasing demand for data exchange has led to the development of data
markets that facilitate transactional interactions between data buyers and data sellers. Still …

Dynamic shapley value computation

J Zhang, H Xia, Q Sun, J Liu, L Xiong… - 2023 IEEE 39th …, 2023 - ieeexplore.ieee.org
With the prevalence of data-driven research, data valuation has attracted attention from the
computer science field. How to appraise a single datum becomes an imperative problem …

Shapley Value Approximation Based on Complementary Contribution

Q Sun, J Zhang, J Liu, L Xiong, J Pei… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Shapley value provides a unique way to fairly assess each player's contribution in a
coalition and has enjoyed many applications. However, the exact computation of Shapley …

Fluid: Towards efficient continuous transaction processing in dag-based blockchains

J Ni, J Xiao, S Zhang, B Li, B Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In most blockchain-based application scenarios, a complete application logic consists of
multiple continuous transactions, in which the initiation of one transaction depends on the …

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 …

P-Shapley: Shapley Values on Probabilistic Classifiers

H Xia, X Li, J Pang, J Liu, K Ren, L Xiong - Proceedings of the VLDB …, 2024 - dl.acm.org
The Shapley value provides a unique approach to equitably gauge each player's
contribution within a coalition and has extensive applications with various utility functions. In …