Shapley Value Estimation for Multi-Site Data with Blockwise-Missing Features
FUSHAP is proposed, a method that leverages partially-observed auxiliary sites to reduce the variance of a preliminary single-site Shapley estimate without imputation and reduces MSE on multi-site air quality and multi-center clinical data.
Siqi Li, Wang-Xuan Fan, Yi-Ming Li et al.
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