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Optimal detection of general moment changes: Simultaneous mean and covariance change detection and beyond

Luo, Xiaokai et al.
arXiv (All) · Papers
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machine-learningmethodologystatistics-theory
We study multiple change-point detection in multivariate time series whose distributions change in a piecewise constant manner. Distributional changes can manifest across different moment orders, from shifts in the mean and covariance to changes in higher-order moments. Higher-order moments capture
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