High-dimensional covariance matrix estimation with application to Hotelling's tests

In recent years, high-dimensional data sets are widely available in many scientific areas, such as gene expression study, finance and others. Estimating the covariance matrix is a significant issue in such high-dimensional data analysis. This thesis focuses on high-dimensional covariance matrix esti...

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Bibliographic Details
Main Author: Dong, Kai
Format: Others
Language:English
Published: HKBU Institutional Repository 2015
Subjects:
Online Access:https://repository.hkbu.edu.hk/etd_oa/191
https://repository.hkbu.edu.hk/cgi/viewcontent.cgi?article=1190&context=etd_oa