The distribution of the latent roots of the sample covariance matrix is studied when the parent population is nonnormal. Asymptotic expansions of the marginal and joint distributions of the sample roots and the distribution of a function of the sample roots are given, by finding the Edgeworth expansions.
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Yasunori Fujikoshi (1980) studied this question.
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