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Discussion

In an empirical comparison, the new method of factor rotation called Trasid has been shown to yield solutions with more optimal simple structure than Harris-Kaiser II-, Promax-, and Oblimin-rotations with regard to the hyperplane count. Especially the number of factors with significant simple structure according to Bargmann (1955) is nearly double those in the Trasid-solutions compared to the Harris-Kaiser II-, Promax-, and Oblimin-solutions. Some empirical comparisons with new methods of oblique factor rotation as PPFP-, Simplimax-, and Promaj yield lower hyperplane counts for these methods. For the Hyball-rotation only one comparison was possible for Harman's 24 tests, which yields the same number of absolute loadings tex2html_wrap_inline679 0.10. Further comparisons are necessary.

When the number of absolute loadings tex2html_wrap_inline679 0.10 without divison by h is maximised with priority, the hyperplane count is even higher in the Trasid-solution than in the Hyball-solution. But it could be shown that maximising of absolute loadings tex2html_wrap_inline679 0.10 without division by h does not maximise the number of factors with significant simple structure according to Bargmann (1955). It could be demonstrated in an example, that simple structure should not be maximised only with regard to the number of absolute loadings tex2html_wrap_inline679 0.10, if an influence of variables with low communality on the solution is to be avoided. Oblimin-rotation may also be influenced by variables with low communality. This point is important because variables with low communality are often variables with low reliability. Maximising hyperplane counts or maximising simple structure in general may be problematic, if the simple structure is maximised on the basis of the variables with the lowest reliability in a data set. Additional studies on the influence of variables with low communalities on rotation with different methods of factor rotation are necessary. There may be different ways to deal with this problem, but Trasid-rotation is at least one way to avoid the difficulties with variables of low communality and possibly low reliability.

It should be noted, that direct maximisation of the hyperplane count may have some correspondence with the treatment of factor loadings in confirmatory factor analysis: non-significant loadings and loadings which are expected to be non-significant are generally fixed as zero-elements in the factor matrix. This means that in the context of confirmatory factor analysis, the factor matrix is rarely forced to correspond to a complex criterion of analytical factor rotation as for example the Varimax- or Oblimin-criterion. In most cases of confirmatory factor analysis, only significant and non-significant loadings are differentiated. Thus, a method of factor rotation like Trasid, which focusses only on main loadings and on maximisation of zero-elements instead of maximising a complex analytical criterion is closer to the treatment of the loadings in confirmatory factor analysis. So, results of confirmatory and exploratory factor analysis can more easily be compared, if Trasid-rotation is used for rotation in the exploratory context. Even in the case, that one wants to identify the maximum of zero-elements in exploratory factor analysis via oblique rotation before fixing them to zero in confirmatory factor analysis, Trasid-rotation may be recommended. The above-mentioned problem of maximising zero-elements in factor matrices, which may be due to unreliability of the variables, is also important in the case of confirmatory factor analysis, but this issue cannot be dealt with here.

More generally, the following can be concluded: if an oblique simple structure is intended, and if one wants to maximise the hyperplane count of a solution, the Trasid-rotation can be recommended. In addition, Trasid-rotation helps to avoid the influence of variables with low communality on factor rotation. A programme for PC (DOS) enabling Trasid-rotation with up to 20 factors is available on request from the author.


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Next: References Up: MPR-online 1997Vol.2, No.2 Previous: Maximising the number of

Methods of Psychological Research 1997 Vol.2 No.2
© 1998 Pabst Science Publishers