Title of article :
Estimation of the Sobol indices in a linear functional multidimensional model
Author/Authors :
Fort، نويسنده , , Jean-Claude and Klein، نويسنده , , Thierry and Lagnoux، نويسنده , , Agnès and Laurent، نويسنده , , Béatrice، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2013
Pages :
16
From page :
1590
To page :
1605
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 L 2 ( [ 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 :
Sensitivity analysis , Quadratic functionals , Sobol indices , Semi-parametric efficient estimation , Linear functional model , Fractional Gaussian process , Karhunen–Loève expansion
Journal title :
Journal of Statistical Planning and Inference
Serial Year :
2013
Journal title :
Journal of Statistical Planning and Inference
Record number :
2222409
Link To Document :
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