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Gaussian linear approximation for the estimation of the Shapley effects
Baptiste Broto, François Bachoc, Marine Depecker +1
In this paper, we address the estimation of the sensitivity indices called "Shapley eects". These sensitivity indices enable to handle dependent input variables. The Shapley eects…
Variance reduction for estimation of Shapley effects and adaptation to unknown input distribution
Baptiste Broto, François Bachoc, Marine Depecker
The Shapley effects are global sensitivity indices: they quantify the impact of each input variable on the output variable in a model. In this work, we suggest new estimators of th…
Sensitivity indices for independent groups of variables
Baptiste Broto, François Bachoc, Marine Depecker +1
In this paper, we study sensitivity indices for independent groups of variables and we look at the particular case of block-additive models. We show in this case that most of the S…