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20182024
most citedMinimax Posterior Convergence Rates and Model Selection Consistency in High-dimensional DAG Models based on Sparse Cholesky Factors

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stat.ME2024

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…