Using ar.yw() for small samples: The purpose of this exercise is to show that
the residuals are not filtered properly, when using ar.yw() for a specific data set.
i. Fit the model log(prostate cancer) ∼ colon cancer + colon cancer 2 for males.
ii. Use ar.yw() on the residuals to find values to build a filter.
iii. Create the filtering matrix A.
iv. Show A(residuals) is not white noise.
v. Use ar.mle() on the residuals and create a filtering matrix B.
vi. Show B(residuals) is close to white noise.
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