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Theoretical analysis of z transformations shows multivariate normal distribution for correlations, indicating statistical properties.
When correlations are estimated by maximum likelihood method from the same sample, Fisher's z transformations of the correlations (as well as the sample correlations themselves) are shown to be asymptotically distributed as multivariate normal with appropriate mean and dispersion matrix.
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D. C. Rao (1979) studied this question.
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