[HTML][HTML] Data-driven learning for data rights, data pricing, and privacy computing
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 …
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
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 …
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 …
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
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 …
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 …
markets that facilitate transactional interactions between data buyers and data sellers. Still …
Dynamic shapley value computation
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 …
computer science field. How to appraise a single datum becomes an imperative problem …
Shapley Value Approximation Based on Complementary Contribution
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 …
coalition and has enjoyed many applications. However, the exact computation of Shapley …
Fluid: Towards efficient continuous transaction processing in dag-based blockchains
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 …
multiple continuous transactions, in which the initiation of one transaction depends on the …
A Survey on Data Markets
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 …
has led to the emergence of data markets. A data market is any mechanism whereby the …
P-Shapley: Shapley Values on Probabilistic Classifiers
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 …
contribution within a coalition and has extensive applications with various utility functions. In …