首页 | 本学科首页   官方微博 | 高级检索  
     检索      


Estimation of the Sobol indices in a linear functional multidimensional model
Authors:Jean-Claude Fort  Thierry Klein  Agnès Lagnoux  Béatrice Laurent
Institution: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
本文献已被 ScienceDirect 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号