In: Statistics and Probability
A stationary time series Xt follows (1 + 0.7B − 0.3B2 )Xt = 0.4 + (1 + 0.6B4 )Zt. What is the mean of Xt?
Answer:
(1+0.7B-0.3) Xt= 0.4 + (1+.6) Zt
So, we can write,
Xt +. 7Xt-1- 0.3Xt-2 =0.4+Zt +0.6 Zt-4 [since B js backward operator]
Let mean of the time series is
Taking expectation both side we get
So, E(Xt ) + 0. 7*E(Xt-1) - 0.3E(Xt-2) =0.4+ E(Zt) +0.6* ( Zt-4)
or, + 0.7* - 0.3* =0.4 +0+0 [ Z is white noise so, mean 0]
or,1.4* = 0.4
or, = 0.286
Mean of Xt is 0.286
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