Xiao-Kai Luo

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

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 increasingly rich di...