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20222025
most citedRethinking Data Value: Asymmetric Data Shapley for Structure-Aware Valuation in Data Markets and Machine Learning Pipelines

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stat.ML2022

Variance reduced Shapley value estimation for trustworthy data valuation

Mengmeng Wu, Ruoxi Jia, Changle Lin +2

Data valuation, especially quantifying data value in algorithmic prediction and decision-making, is a fundamental problem in data trading scenarios. The most widely used method is…