public class ARMAEx1 extends Object
Fits an \(\text{ARMA}(2,1)\) to the Wolfer sunspot data using the method of moments.
The Wolfer Sunspot Data (Anderson 1971, p. 660) consists of the number of sunspots observed each year from 1749 through 1924. In this example, an \(\text(ARMA)(2,1)\) model is fit to a subset between the years of 1770 and 1869. Model parameter estimates are determined by the method of moments. The model \(\text{ARMA}(2, 1)\) is defined to be
$$z_t = \theta _0 + \phi _1 z_{t - 1} + \phi _2 z_{t - 2} - \theta _1 A_{t - 1} + A_t$$
where the errors \(A_t\) are independently normally distributed with mean zero and variance \(\sigma _A^2\).
Constructor and Description |
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ARMAEx1() |
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