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Estimation of the Sobol indices in a linear functional multidimensional model
Authors:Jean-Claude Fort,Thierry Klein,Agnè  s Lagnoux,Bé  atrice Laurent
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
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])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.
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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