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Chunk #157 — Discussion — The Spectrum of the Covariance Matrix

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Population structure and eigenanalysis.
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The case in which B does not have full rank occurs if there has been a genetically recent admixture between two or more populations. In this case, even if there are K clearly distinct populations, fewer than K − 1 eigenvalues will become large as the sample size increases.