PCA and maximum number of factors
Posted: Thu Aug 26, 2010 3:04 am
Hi everyone,
I have a sample of 400 time series that I would like to explore using principal comoponent analysis. I can enter all 400 factor. However, only a maximum of 200 are used to construct the actual factors. Here my questions:
- What does the max number of factors entail? Are some of the original series excluded when building the factor components? (the number of Eigenvalues displayed seems to suggest that this is so)
- How does EViews decide which series to include when building the factor components?
- What does this mean with respect to the interpretation of the factor loadings?
Any help is greatly appreciated...
Version: EViews6
I have a sample of 400 time series that I would like to explore using principal comoponent analysis. I can enter all 400 factor. However, only a maximum of 200 are used to construct the actual factors. Here my questions:
- What does the max number of factors entail? Are some of the original series excluded when building the factor components? (the number of Eigenvalues displayed seems to suggest that this is so)
- How does EViews decide which series to include when building the factor components?
- What does this mean with respect to the interpretation of the factor loadings?
Any help is greatly appreciated...
Version: EViews6