Estimation of the Sobol indices in a linear functional multidimensional model |
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Authors: | Jean-Claude Fort,Thierry Klein,Agnè s Lagnoux,Bé atrice Laurent |
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Affiliation: | 1. Institut de Mathématiques de Toulouse, Université Toulouse 3, 31062 Toulouse Cédex 9, France;2. Université Paris Descartes, 45 rue des Saints Pères, 75006 Paris, France;3. Institut de Mathématiques de Toulouse, INSA, 135 av. de Rangueil, 31077 Toulouse Cédex 4, France |
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Abstract: | ![]() We consider a functional linear model where the explicative variables are known stochastic processes taking values in a Hilbert space, the main example is given by Gaussian processes in L2([0,1]). We propose estimators of the Sobol indices in this functional linear model. Our estimators are based on U-statistics. We prove the asymptotic normality and the efficiency of our estimators and we compare them from a theoretical and practical point of view with classical estimators of Sobol indices. |
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Keywords: | Linear functional model Karhunen&ndash Loè ve expansion Fractional Gaussian process Semi-parametric efficient estimation Sensitivity analysis Quadratic functionals Sobol indices |
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