• 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