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Testing Covariance Separability in High Dimensions

stat.ME · 2026-07-09 · conditional · novelty 5.0

Separability of high-dimensional matrix covariances can be tested by Monte Carlo sphericity after separable MLE whitening, with an angular version robust to heavy-tailed elliptical laws and consistency under dense alternatives.

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  • Testing Covariance Separability in High Dimensions stat.ME · 2026-07-09 · conditional · none · ref 32

    Separability of high-dimensional matrix covariances can be tested by Monte Carlo sphericity after separable MLE whitening, with an angular version robust to heavy-tailed elliptical laws and consistency under dense alternatives.