Title of article :
On the Kullback-Leibler information divergence of locally stationary processes
Author/Authors :
Dahlhaus، نويسنده , , R.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 1996
Abstract :
A class of processes with a time varying spectral representation is established. As an example we study time varying autoregressions. Several results on the asymptotic norm behaviour and trace behaviour of covariance matrices of such processes are derived. As a consequence we prove a Kolmogorov formula for the local prediction error and calculate the asymptotic Kullback-Leibler information divergence.
Keywords :
Locally stationary processes , Evolutionary spectra , Kullback-Leibler divergence , time varying autoregressions
Journal title :
Stochastic Processes and their Applications
Journal title :
Stochastic Processes and their Applications