A Novel Two-Stage Adaptive Method for Estimating Large Covariance and Precision Matrices

Estimating large covariance and precision (inverse covariance) matrices has become increasingly important in high dimensional statistics because of its wide applications. The estimation problem is challenging not only theoretically due to the constraint of its positive definiteness, but also computa...

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Bibliographic Details
Main Author: Rajendran, Rajanikanth
Other Authors: Song, Kai-Sheng
Format: Others
Language:English
Published: University of North Texas 2019
Subjects:
Online Access:https://digital.library.unt.edu/ark:/67531/metadc1538782/