Wold’s Decomposition Theorem states that any weakly stationary process, $Y_t$, can be written as:
$Y_t = D_t + \sum_{j=0}^{\infty} \psi_j \varepsilon_{t-j}$
- $D_t$ is deterministic (here taken to have zero mean).
- The stochastic term is an MA($\infty$) in innovations $\varepsilon_t$.
- $\psi_0=1$ and $\sum_{j\ge 0}\psi_j^2<\infty$.
RMSE (AR vs MA(K)): —
Max |difference|: —