Optimal designs for approximating the path of a stochastic process

被引:20
作者
MullerGronbach, T [1 ]
机构
[1] FREE UNIV BERLIN,INST MATH 1,D-14195 BERLIN,GERMANY
关键词
approximation; RKHS; Sacks-Ylvisaker conditions; optimal design; asymptotic optimality;
D O I
10.1016/0378-3758(95)00017-8
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider a centered stochastic process {X(t):t epsilon T} with known and continuous covariance function. On the basis of observations X(t(1)),...,X(t(n)) we approximate the whole path by orthogonal projection and measure the performance of the chosen design d = (t(1),..., t(n))' by the corresponding mean squared L(2)-distance. For covariance functions on T-2 = [0, 1](2), which satisfy a generalized Sacks-Ylvisaker regularity condition of order zero, we construct asymptotically optimal sequences of designs. Moreover, we characterize the achievement of a lower error bound, given by Micchelli and Wahba (1981), and study the question of whether this bound can be attained.
引用
收藏
页码:371 / 385
页数:15
相关论文
共 17 条
[1]   SOME EXACT OPTIMAL DESIGNS FOR LINEAR COVARIANCE FUNCTIONS IN ONE DIMENSION [J].
ABT, M .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1992, 21 (07) :2059-2069
[2]   THEORY OF REPRODUCING KERNELS [J].
ARONSZAJN, N .
TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY, 1950, 68 (MAY) :337-404
[3]   APPROXIMATION OF LINEAR-OPERATORS ON A WIENER SPACE [J].
LEE, D .
ROCKY MOUNTAIN JOURNAL OF MATHEMATICS, 1986, 16 (04) :641-659
[4]  
Micchelli C., 1981, Approximation Theory and Applications, P329
[5]  
MULLERGRONBACH T, 1993, A9314 FREIE U BERL
[6]  
PARZEN E, 1959, 23 STANF U DEP STAT
[7]  
RITTER K, 1993, IN PRESS ANN APPL PR
[8]  
SACKS J, 1970, ANN MATH STAT, V41, P2057, DOI 10.1214/aoms/1177696705
[9]   DESIGNS FOR REGRESSION PROBLEMS WITH CORRELATED ERRORS [J].
SACKS, J ;
YLVISAKE.D .
ANNALS OF MATHEMATICAL STATISTICS, 1966, 37 (01) :66-&
[10]  
SACKS J, 1968, ANN MATH STAT, V39, P46