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arxiv: 1305.2329 · v1 · pith:WO37LQQDnew · submitted 2013-05-10 · 📊 stat.ME

New sensitivity analysis subordinated to a contrast

classification 📊 stat.ME
keywords sensitivityindicesgoalanalysisdefinedistributionorientedparameter
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In a model of the form $Y=h(X_1,\ldots,X_d)$ where the goal is to estimate a parameter of the probability distribution of $Y$, we define new sensitivity indices which quantify the importance of each variable $X_i$ with respect to this parameter of interest. The aim of this paper is to define {\it goal oriented sensitivity indices} and we will show that Sobol indices are sensitivity indices associated to a particular characteristic of the distribution $Y$. We name the framework we present as {\it Goal Oriented Sensitivity Analysis} (GOSA).

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