How Do You Solve This Moving Average Representation Problem in Time Series?

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SUMMARY

The discussion focuses on solving a moving average representation problem in time series analysis using the matrix W_t, defined as W_t = \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix} \begin{bmatrix} y_{t-1} \\ x_{t-1} \end{bmatrix} + \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix} \begin{bmatrix} e_t \\ z_t \end{bmatrix}. The user seeks assistance in further developing their solution, which involves recursive applications of the matrix W_t and the identity matrix C_0 = \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}. The discussion highlights the complexity of deriving the moving average representation and emphasizes the need for expert guidance in time series methodologies.

PREREQUISITES
  • Understanding of time series analysis
  • Familiarity with matrix operations
  • Knowledge of moving average representations
  • Experience with recursive equations in statistical modeling
NEXT STEPS
  • Research the derivation of moving average representations in time series
  • Explore matrix algebra applications in econometrics
  • Learn about recursive estimation techniques in time series
  • Study the implications of matrix stability in time series models
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Data scientists, statisticians, and researchers involved in time series analysis, particularly those working on moving average models and matrix-based statistical methods.

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Hi everyone!
I really need your help if you are good in time series. I have a problem on moving average representations. I attach the problem description; also, I attach my attempt to solve it. Cannot go any further. Please please help me.
Thank you!
 

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[tex]W_t = \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix} \begin{bmatrix} y_{t-1} \\ x_{t-1} \end{bmatrix} + \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix} \begin{bmatrix} e_t \\ z_t \end{bmatrix}[/tex]

[tex]W_t = \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix}\big{(} \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix} \begin{bmatrix} y_{t-2} \\ x_{t-2} \end{bmatrix} + \begin{bmatrix} e_{t-1} \\ z_{t-1} \end{bmatrix} \big{)} +\begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix} \begin{bmatrix} e_t \\ z_t \end{bmatrix}[/tex]

[tex]W_t = \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix} \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix} \begin{bmatrix} y_{t-2} \\ x_{t-2} \end{bmatrix} + \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix} \begin{bmatrix} e_{t-1} \\ z_{t-1} \end{bmatrix} +\begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix} \begin{bmatrix} e_t \\ z_t \end{bmatrix}[/tex]

So [tex]C_0 = \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}[/tex]
and [tex]C_1 = \begin{bmatrix} .7 & -.4 \\ .8 & 0 \end{bmatrix}[/tex]
 

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