STA457H1/STA2202H S-LEC0101 & STA457H1S LEC2001 Time Series Analysis Quiz 3
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Time Series Analysis
STA457H1 S-LEC5101
STA457H1/STA2202H S-LEC0101 & STA457H1S LEC2001
Quiz 3
Q1. Consider the MA(3) process
xt = wt - θ 1wt − 1 - θ2wt −2 - θ3wt −3
where wt ~ i.i.d. N (0, σ2 ).
(a) Show that the following conditions are necessary for xt to be invertible ]θ3 ] < 1, 1 - θ 1 - θ2 - θ3 > 0, and 1 - θ 1 - θ2 + θ3 > 0.
(12 pts)
(b) When θ 1 = 1, θ2 = α, and θ3 = 0, the model will reduce to
xt = wt - wt − 1 - αwt −2 .
Find the range of α such that the above model is invertible. (8 pts)
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2022-03-17