Bayesian inference of time varying parameters in autoregressive processes

Christoph Mark, Claus Metzner, Ben Fabry

In the autoregressive process of first order AR(1), a homogeneous correlated time series $u_t$ is recursively constructed as $u_t=q{u}_{t-1}+\sigma {\epsilon }_t$, using random Gaussian dev…