1. Consider two MA(1) models: 1 x₁ = W₁ + 2W₁-1₂ W₁ ~ N(0, 2²) ~ N(0, 1²) YtVt +2Vt-1, (a) Why do we prefer invertible models? (b) Check if both models are invertible using the lag operator B. (c) Find the mean functions for both models. (d) Find the autocovariance functions for both models. (e) Find the autocorrelation functions for both models. (f) Simulate 100 observations for each model, and compare the time plots of the simulated series. Set a seed, and use it for both. (g) Which of the two models above is preferred? Give one reason. Ut ~
1. Consider two MA(1) models: 1 x₁ = W₁ + 2W₁-1₂ W₁ ~ N(0, 2²) ~ N(0, 1²) YtVt +2Vt-1, (a) Why do we prefer invertible models? (b) Check if both models are invertible using the lag operator B. (c) Find the mean functions for both models. (d) Find the autocovariance functions for both models. (e) Find the autocorrelation functions for both models. (f) Simulate 100 observations for each model, and compare the time plots of the simulated series. Set a seed, and use it for both. (g) Which of the two models above is preferred? Give one reason. Ut ~
MATLAB: An Introduction with Applications
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Author:Amos Gilat
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Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
Related questions
Question
![1. Consider two MA(1) models:
xt = Wt +
1
2Wt-1,
Wt ~
N(0, 2²)
Ut ~
Yt = vt +2Vt-1,
(a) Why do we prefer invertible models?
(b) Check if both models are invertible using the lag operator B.
(c) Find the mean functions for both models.
(d) Find the autocovariance functions for both models.
(e) Find the autocorrelation functions for both models.
(f) Simulate 100 observations for each model, and compare the time plots of the
simulated series. Set a seed, and use it for both.
(g) Which of the two models above is preferred? Give one reason.
N(0, 1²)](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fdf7e432f-d8a7-4405-b581-b444bad9ef3d%2Fab6b7e0b-1ff2-48d3-b561-905e34f63893%2Flr8f4l_processed.jpeg&w=3840&q=75)
Transcribed Image Text:1. Consider two MA(1) models:
xt = Wt +
1
2Wt-1,
Wt ~
N(0, 2²)
Ut ~
Yt = vt +2Vt-1,
(a) Why do we prefer invertible models?
(b) Check if both models are invertible using the lag operator B.
(c) Find the mean functions for both models.
(d) Find the autocovariance functions for both models.
(e) Find the autocorrelation functions for both models.
(f) Simulate 100 observations for each model, and compare the time plots of the
simulated series. Set a seed, and use it for both.
(g) Which of the two models above is preferred? Give one reason.
N(0, 1²)
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