Data Shapley: Equitable Valuation of Data for Machine Learning
Authors
Amirata Ghorbani, James Zou
Venue
Proceedings of the 36th International Conference on Machine Learning (ICML)
Abstract
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.
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