Maximum pairwise Bayes factor detectors for high-dimensional Gaussian mean and covariance change points are shown to be consistent with nearly minimax localization rates.
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Bayesian optimal change point detection in high-dimensions
Maximum pairwise Bayes factor detectors for high-dimensional Gaussian mean and covariance change points are shown to be consistent with nearly minimax localization rates.