Gaussian Markov processes

Show that it corresponds to following kernels:

Link to \(AR(n)\) processes and stochastic differential equations.

Exponential autocorrelation:

\begin{equation}
 \mathbf{R} (\tau) = \sigma^{2}\, \exp \left( - \beta |\tau| \right)
\end{equation}

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