Bayesian optimal change point detection in high-dimensions

Jaehoon Kim, Kyoungjae Lee, Lizhen Lin

We propose the first Bayesian methods for detecting change points in high-dimensional mean and covariance structures. These methods are constructed using pairwise Bayes factors, le…