Appendix A

1) Some background on denominator order polynomials. The simple relationship shown in equation 1 maps directly to the way a denominator polynomial order works. Consider the resemblance between equation 1 and the denominator order 1 polynomial shown in equation 2.

images

images

Where γ is the scale effect, and B is the backshift operator. Note, above ⇒ |δ| <1.

2) ARMA models as ratios of polynomials.

Consider the general ARMA (p, q) specification, below.

Rearranging,

Applying the Backshift operator, and rearranging some more;

To save typing, use ...

Get Applied Data Mining for Forecasting Using SAS now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.