Wei-Chien Chang, On Using Principal Components Before Separating a Mixture of Two Multivariate Normal Distributions, Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 32, No. 3 (1983), pp. 267-275
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Wei-Chien Chang (1983) studied this question.
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