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stat.ME2021
Bayesian Optimal Two-sample Tests in High-dimension
Kyoungjae Lee, Kisung You, Lizhen Lin
We propose optimal Bayesian two-sample tests for testing equality of high-dimensional mean vectors and covariance matrices between two populations. In many applications including g…
stat.ME2020
Robust Optimization and Inference on Manifolds
Lizhen Lin, Drew Lazar, Bayan Sarpabayeva +1
We propose a robust and scalable procedure for general optimization and inference problems on manifolds leveraging the classical idea of `median-of-means' estimation. This is motiv…