Tag: shapley-value (2 references)
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning
Generalizes Data Shapley using Beta weighting functions, providing noise-reduced data valuation that better handles outliers and mislabeled data detection.
Data Shapley: Equitable Valuation of Data for Machine Learning
Proposes data Shapley as a metric to quantify the value of each training datum to predictor performance, satisfying equitable data valuation properties from cooperative game theory.