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cs.GT2024
Towards Data Valuation via Asymmetric Data Shapley
Xi Zheng, Xiangyu Chang, Ruoxi Jia +1
As data emerges as a vital driver of technological and economic advancements, a key challenge is accurately quantifying its value in algorithmic decision-making. The Shapley value,…
stat.ML2024
Uncertainty Quantification of Data Shapley via Statistical Inference
Mengmeng Wu, Zhihong Liu, Xiang Li +2
As data plays an increasingly pivotal role in decision-making, the emergence of data markets underscores the growing importance of data valuation. Within the machine learning lands…