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Preliminaries principal component analysis relationships between matrices common practical components proportional covariance matrices partial common components and common space analysis how different are several covariance matrices? numerical methods. Appendices: spectral decomposition of symmetric matrices some results from matrix algebra a fortran program for the fg algorithm.
Boik et al. (1990) studied this question.