Browsing by Subject "high-dimensional statistics"
Now showing items 1-2 of 2
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(2021-04-12)This dissertation explores various applications of Bayesian hierarchical modeling to accommodate general characteristics of the modern data: complex data structure, high-dimensionality, and huge data size. The focus of the ...
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(2018-07-18)We propose novel methods to tackle two problems: the misspecified model with measurement error and high-dimensional binary classification, both have a crucial impact on applications in public health. The first problem ...