A matrix-valued Schoenberg's problem and its applications

被引:1
|
作者
Ievlev, Pavel [1 ]
Novikov, Svyatoslav [1 ]
机构
[1] Univ Lausanne, Lausanne, Switzerland
关键词
matrix-valued positive definite kernels; positive definite function; multivariate processes; Gaussian processes; multivariate Ornstein-Uhlenbeck process; multivariate fractional Brownian motion; cross-variogram; stationary time-series;
D O I
10.1214/23-ECP562
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
In this paper we present a criterion for positive definiteness of the matrix-valued function f (t) := exp(-|t|alpha[B+ + B- sign(t)]), where alpha is an element of (0, 2] and B1 are real symmetric and antisymmetric d x d matrices. We also find a criterion for positive definiteness of its multidimensional generalization f (t) := exp(- fSd-1 |tTs|alpha[B+ + B- sign(tTs)] d Lambda(s)) where Lambda is a finite measure on the unit sphere Sd-1 subset of Rd under a more restrictive assumption that B1 commute and are normal. The associated stationary Gaussian random field may be viewed as as a generalization of the univariate fractional OrnsteinUhlenbeck process. This generalization turns out to be particularly useful for the asymptotic analysis of Rd-valued Gaussian random fields. Another possible application of these findings may concern variogram modelling and general stationary time series analysis.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] Matrix-Valued Neural Networks
    Popa, Calin-Adrian
    MENDEL 2015: RECENT ADVANCES IN SOFT COMPUTING, 2015, 378 : 245 - 255
  • [32] Ellipsoids and matrix-valued valuations
    Ludwig, M
    DUKE MATHEMATICAL JOURNAL, 2003, 119 (01) : 159 - 188
  • [33] On matrix-valued Herglotz functions
    Gesztesy, F
    Tsekanovskii, E
    MATHEMATISCHE NACHRICHTEN, 2000, 218 : 61 - 138
  • [34] FACTORIZATION OF MATRIX-VALUED FUNCTIONS
    LAX, PD
    COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 1976, 29 (06) : 683 - 688
  • [35] APPROXIMATION OF MATRIX-VALUED FUNCTIONS
    MATHIAS, R
    SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1993, 14 (04) : 1061 - 1063
  • [36] The matrix-valued hypergeometric equation
    Tirao, JA
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (14) : 8138 - 8141
  • [37] Matrix-Valued Factorization Identities
    Kobayashi, Toshiyuki
    Kubo, Toshihisa
    Pevzner, Michael
    CONFORMAL SYMMETRY BREAKING OPERATORS FOR DIFFERENTIAL FORMS ON SPHERES, 2016, 2170 : 155 - 172
  • [38] Matrix-valued Bessel processes
    Larsson, Martin
    ELECTRONIC JOURNAL OF PROBABILITY, 2015, 20 : 1 - 29
  • [39] A Matrix-Valued Kuramoto Model
    Bronski, Jared C.
    Carty, Thomas E.
    Simpson, Sarah E.
    JOURNAL OF STATISTICAL PHYSICS, 2020, 178 (02) : 595 - 624
  • [40] Matrix-Valued and Quaternion Wavelets
    Ginzberg, P.
    Walden, A. T.
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (06) : 1357 - 1367