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Private Data Valuation and Fair Payment in Data Marketplaces. (arXiv:2210.08723v2 [cs.CR] UPDATED)
Dec. 22, 2022, 2:10 a.m. | Zhihua Tian, Jian Liu, Jingyu Li, Xinle Cao, Ruoxi Jia, Kui Ren
cs.CR updates on arXiv.org arxiv.org
Data valuation is an essential task in a data marketplace. It aims at fairly
compensating data owners for their contribution. There is increasing
recognition in the machine learning community that the Shapley value -- a
foundational profit-sharing scheme in cooperative game theory -- has major
potential to value data, because it uniquely satisfies basic properties for
fair credit allocation and has been shown to be able to identify data sources
that are useful or harmful to model performance. However, calculating …
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