Title :
On multivariate fractional brownian motion and multivariate fractional Gaussian noise
Author :
Coeurjolly, Jean-Francois ; Amblard, Pierre-Olivier ; Achard, Sophie
Author_Institution :
GIPSAlab, St. Martin d´Hères, France
Abstract :
Following recent works from Lavancier et. al., we study the covariance structure of the multivariate fractional Gaussian noise. We evaluate several parameters of the model that allow to control the correlation structure at lag zero between all the components of the multivariate process. Then, we specify an algorithm that allows the exact simulation of multivariate fractional Gaussian noises and thus fractional Brownian motions. Illustrations involve the estimation of the Hurst exponents of each of the components.
Keywords :
Brownian motion; Gaussian noise; correlation theory; covariance analysis; Hurst exponent; correlation structure; covariance structure; lag zero; multivariate fractional Brownian motion; multivariate fractional Gaussian noise; multivariate process; Brownian motion; Computational modeling; Correlation; Covariance matrices; Gaussian noise; Gaussian processes; Time series analysis;
Conference_Titel :
Signal Processing Conference, 2010 18th European
Conference_Location :
Aalborg