Multivariate Analysis: Factor Analysis |
The Method Tab
You can use the Method tab (Figure 27.4) to set options in the analysis.
Each of the following options corresponds to an option in the FACTOR procedure.
- Factoring method
- specifies the method used to extract factors or specifies a component analysis. This corresponds to the METHOD= option in the PROC FACTOR statement.
- Compute factors from
- specifies whether the factors are computed for the correlation matrix or the covariance matrix. This corresponds to the COV option in the PROC PRINCOMP statement. Note: Some methods require a correlation matrix.
- Number of Factors
- The number of factors retained is determined by the minimum number satisfying the next three criteria.
- Maximum number
- specifies how many factors to compute. This corresponds to the N= option in the PROC FACTOR statement. Note that you can type into the field; if you want five factors, you can enter 5 even though this is not an option on the list.
- Proportion of variance
- specifies the proportion of common variance in the retained factors. This value is in the range . The option corresponds to the PROPORTION= option in the PROC FACTOR statement.
- Minimum eigenvalue
- specifies the smallest eigenvalue for which a factor is retained. This corresponds to the MINEIGEN= option in the PROC FACTOR statement.
- Prior estimates
- specifies a method for computing prior communality estimates. This corresponds to the PRIORS= option in the PROC FACTOR statement. Note that the default method for the principal factor method is to set all priors equal to 1. This results in a principal component analysis. If you want a principal factor analysis, you should select a different method for estimating the prior communalities, as illustrated in the section "Example".
- Heywood Conditions
- specifies how the factor analysis behaves if a communality is greater than 1. The section "Heywood Cases and Other Anomalies about Communality Estimates" in the documentation for the FACTOR procedure describes why this situation might occur.
- Do not allow communalities greater than one
- specifies that an analysis should stop processing if it encounters a communality greater than one.
- Set any communality greater than one to one
- specifies that an analysis should set any communality greater than one to one, and then continue. This corresponds to the HEYWOOD option in the PROC FACTOR statement.
- Allow communalities greater than one
- specifies that an analysis should allow any communality. This corresponds to the ULTRAHEYWOOD option in the PROC FACTOR statement.
Copyright © 2009 by SAS Institute Inc., Cary, NC, USA. All rights reserved.