Stationary distribution of product of matrices with random coefficients
Numerical methods and programming, Tome 13 (2012) no. 1, pp. 218-225
Voir la notice de l'article provenant de la source Math-Net.Ru
The study devoted to the probabilistic product properties for a large number of independent equally distributed random matrices is based on a number of results obtained by H. Furstenberg (1963). Particularly, he proved the ergodicity of Markov chains caused by the action of random matrices on some compact uniform subspace of the group of matrices W called the boundary of this group. The stationary distribution of this chain (the invariant probability measure) defines the characteristics of the limiting behavior of the matrix product. Up to now, this measure was found only in simple cases. As an example, we consider the fundamental matrix of the Jacobi equation with random curvature to compute the invariant measure. Using this measure, we compute the Lyapunov exponent and the growth rate of statistical moments of the Jacobi field. Our results are compared with the results obtained previously by the application of the Monte Carlo method; a high degree of coincidence is observed.
Keywords:
stationary distribution; product of matrices; integral equation; Jacobi equation.
@article{VMP_2012_13_1_a21,
author = {E. A. Illarionov and D. D. Sokoloff and V. N. Tutubalin},
title = {Stationary distribution of product of matrices with random coefficients},
journal = {Numerical methods and programming},
pages = {218--225},
publisher = {mathdoc},
volume = {13},
number = {1},
year = {2012},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/VMP_2012_13_1_a21/}
}
TY - JOUR AU - E. A. Illarionov AU - D. D. Sokoloff AU - V. N. Tutubalin TI - Stationary distribution of product of matrices with random coefficients JO - Numerical methods and programming PY - 2012 SP - 218 EP - 225 VL - 13 IS - 1 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/VMP_2012_13_1_a21/ LA - ru ID - VMP_2012_13_1_a21 ER -
%0 Journal Article %A E. A. Illarionov %A D. D. Sokoloff %A V. N. Tutubalin %T Stationary distribution of product of matrices with random coefficients %J Numerical methods and programming %D 2012 %P 218-225 %V 13 %N 1 %I mathdoc %U http://geodesic.mathdoc.fr/item/VMP_2012_13_1_a21/ %G ru %F VMP_2012_13_1_a21
E. A. Illarionov; D. D. Sokoloff; V. N. Tutubalin. Stationary distribution of product of matrices with random coefficients. Numerical methods and programming, Tome 13 (2012) no. 1, pp. 218-225. http://geodesic.mathdoc.fr/item/VMP_2012_13_1_a21/