As another example of multivariate analysis we consider four atopic
symptoms reported by female twins in a mailed questionnaire study
(Duffy et al., 1990; 1992). Twins
reported whether they had ever (versus never) suffered from asthma,
hayfever, dust allergy and eczema. Tetrachoric correlation matrices
were calculated with PRELIS and are shown in the Mx script in
Appendix and in Table 10.6. Tetrachoric or
polychoric matrices and their corresponding asymptotic covariance
matrices are read in with the
PMatrix
and ACov
statements. The script shows that asymptotic covariance matrices are
stored in files named ahdemzf.acv
and ahdedzf.acv
respectively for MZ and DZ twins. Reading polychoric matrices flags
Mx that the weighted least squares (WLS) fit function is required,
rather than maximum likelihood. Maximum-likelihood estimation is not
appropriate when there are glaring departures from normality; the
dichotomous items used in this example are inevitably non-normal.
Twin 1 | Twin 2 | |||||||||
A | H | D | E | A | H | D | E | |||
Twin 1 | Asthma | .56 | .57 | .27 | .59 | .41 | .43 | .09 | ||
Hayfever | .52 | .76 | .26 | .37 | .59 | .42 | .20 | |||
Dust Allergy | .59 | .75 | .31 | .40 | .45 | .52 | .19 | |||
Eczema | .29 | .31 | .28 | .23 | .15 | .19 | .59 | |||
Twin 2 | Asthma | .26 | .17 | .04 | .14 | .55 | .64 | .15 | ||
Hayfever | .13 | .32 | .26 | .09 | .40 | .77 | .12 | |||
Dust Allergy | .08 | .17 | .21 | .02 | .68 | .72 | .22 | |||
Eczema | .22 | .11 | .09 | .31 | .25 | .22 | .28 |