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.
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