Univariate Bayesian Estimation

For technical questions regarding estimation of single equations, systems, VARs, Factor analysis and State Space Models in EViews. General econometric questions and advice should go in the Econometric Discussions forum.

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EF00
Posts: 19
Joined: Tue Oct 29, 2024 6:33 am

Univariate Bayesian Estimation

Postby EF00 » Tue Nov 26, 2024 2:40 am

Dear all,
is it possible to implement a bayesian approach for a univariate estimation model? How?

EViews Gareth
Fe ddaethom, fe welon, fe amcangyfrifon
Posts: 13583
Joined: Tue Sep 16, 2008 5:38 pm

Re: Univariate Bayesian Estimation

Postby EViews Gareth » Tue Nov 26, 2024 9:36 am

There is nothing built in to do it. Yet...

EF00
Posts: 19
Joined: Tue Oct 29, 2024 6:33 am

Re: Univariate Bayesian Estimation

Postby EF00 » Tue Dec 03, 2024 4:22 am

That's okay. Alternatively, how can I manage different time windows? How can I identify them? For example, how can I handle COVID-19 shocks that might affect the estimation of coefficients in a model and the forecasting results?

startz
Non-normality and collinearity are NOT problems!
Posts: 3796
Joined: Wed Sep 17, 2008 2:25 pm

Re: Univariate Bayesian Estimation

Postby startz » Tue Dec 03, 2024 10:27 am

Can you be more specific? You can control the estimation window or forecast window with the

Code: Select all

smpl
command.

EF00
Posts: 19
Joined: Tue Oct 29, 2024 6:33 am

Re: Univariate Bayesian Estimation

Postby EF00 » Wed Dec 04, 2024 2:56 am

For example, although EViews is not specifically designed for Bayesian models, is it possible to implement a "simplified version" of dynamic linear models using state-space structures and the Kalman filter? How?

EF00
Posts: 19
Joined: Tue Oct 29, 2024 6:33 am

Re: Univariate Bayesian Estimation

Postby EF00 » Wed Dec 04, 2024 4:11 am

What I want is to obtain accurate estimates of the coefficients of my equation, which might be influenced by external phenomena.

startz
Non-normality and collinearity are NOT problems!
Posts: 3796
Joined: Wed Sep 17, 2008 2:25 pm

Re: Univariate Bayesian Estimation

Postby startz » Wed Dec 04, 2024 8:54 am

If you want to exclude the pandemic you could set the estimation to be something like

Code: Select all

smpl 1899 2019 2023 2034
Alternatively, you might include a dummy variable that is set to 1.0 during the pandemic.


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