Asymptotic behavior of the convex hull of a stationary Gaussian process

被引:3
|
作者
Davydov, Youri [1 ]
Dombry, Clement [2 ]
机构
[1] Univ Sci & Technol Lille, CNRS, UMR 8524, Lab Paul Painleve,UFR Math, F-59655 Villeneuve Dascq, France
[2] Univ Poitiers, Lab Math & Applicat, UMR 7348, CNRS, F-86962 Futuroscope, France
关键词
Gaussian processes; stationary processes; convex hull; limit shape; limit theorem;
D O I
10.1007/s10986-012-9179-z
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Let X = {X(t), t a T} be a stationary centered Gaussian process with values in a"e (d) , where the parameter set T equals a"center dot or a"e+. Let I pound (t) = Cov(X (0) ,X (t) ) be the covariance function of X, and (Omega,F, P) be the underlying probability space. We consider the asymptotic behavior of convex hulls W (t) = conv{X (u) , u a T a (c) [0, t]} as t -> +a and show that under the condition I t pound -> 0, t -> a, the rescaled convex hull (2 ln t) (-1/2) W (t) converges almost surely (in the sense of Hausdorff distance) to an ellipsoid a"degrees associated to the covariance matrix I pound (0). The asymptotic behavior of the mathematical expectations E f(W (t) ), where f is a homogeneous function, is also studied. These results complement and generalize in some sense the results of Davydov [Y. Davydov, On convex hull of Gaussian samples, Lith. Math. J., 51(2): 171-179, 2011].
引用
收藏
页码:363 / 368
页数:6
相关论文
共 50 条