Question: Suppose that a time series process 5yt 6 is generated by yt 5 z 1 et , for all t 5 1, 2, p, where
Suppose that a time series process 5yt 6 is generated by yt 5 z 1 et
, for all t 5 1, 2, p, where 5et 6 is an i.i.d. sequence with mean zero and variance s2
e. The random variable z does not change over time; it has mean zero and variance s2 z. Assume that each et is uncorrelated with z.
(i) Find the expected value and variance of yt
. Do your answers depend on t?
(ii) Find Cov1yt
, yt1h 2 for any t and h. Is 5yt 6 covariance stationary?
(iii) Use parts (i) and (ii) to show that Corr1yt
, yt1h 2 5 s2 z/1s2 z 1 s2 e 2 for all t and h.
(iv) Does yt satisfy the intuitive requirement for being asymptotically uncorrelated? Explain.
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