Dear All
I am try trying to construct an index, using Unobserved Component Model (UCM) and State Space Model (SSM) in Stata, but I am really struggling with the right syntax/command.
I have already used Principal Component Analysis (PCA) but a lot of observations were dropped in the process.
With UCM and SSM; I have read a number of articles/journals on them but I do not have a good grasp of the commands. I got different kinds of error when I follow/use the ‘Statistics>Time-Series>UCM or Statistics>Time-Series>SMM’ routes in Stata.
I understand UCM and SSM are primarily designed for forecasting purposes but they have also been used to construct indices.
The whole idea of what I am doing is to use 3 different methods/models to construct the same index and see how they perform when used for further analysis:
-I am keeping the index constructed with PCA.
-I want to use UCM to construct another index without using Kalman Filter to address missing observation:
After dropping an observation due to having too many missing observations, I have 5 variables left to construct the index.
3 of the 5 variables are fairly complete (they have insignificant missing observations) while 2 of them have significant missing observations.
Following kaufmann et al (2010) in the construction of World Governance Indicator: I want the UCM to construct the index with any combination of 3 (or more) variables from the 5 variables; the 3 variables must include at least 2 of the 3 variables that are fairly complete variables and at least 1 of the 2 variables with significant missing observations.
-For SSM; I intend to use Kalman Filter to address missing observations when constructing the index with the model.
I need assistance on the UCM and SSM commands I need to construct the index with Stata.
I will provide further information if needed.
Your assistance will be very much appreciated.
Thank you.
Related Posts with Unobserved Componenet Model and State Space Model
Panel data problemHi all, I'm trying to clean up my data to use it in a data panel, but I'm encountering several prob…
Survival Analysis: how to define the censor variable?Hello everyone, I am not that familiar yet with survival analysis, however, I want to investigate pe…
Issue using unixodbc in Kubuntu: The function SQLDataSources could not be found in libodbc.soI'm trying to access my mariaDB database from Stata using odbc but I get this error message: Code:…
Import several excel files and transpose column into rowI need to import several Excel files. Each Excel file has three variables, item, price and quantity.…
Counting the number in a groupI have data on district name and school name. I am trying to get a list of how many schools there ar…
Subscribe to:
Post Comments (Atom)
0 Response to Unobserved Componenet Model and State Space Model
Post a Comment