Weighted covariance matrix estimation

The paper proposes a cross-validated linear shrinkage estimation for population covariance matrices. Moreover we also propose a novel weighted estimator based on the thresholding and shrinkage methods for high dimensional datasets. It is applicable to a wider scope of different structures of covaria...

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Bibliographic Details
Main Authors: Yang, Guangren, Liu, Yiming, Pan, Guangming
Other Authors: School of Physical and Mathematical Sciences
Format: Article
Language:English
Published: 2020
Subjects:
Online Access:https://hdl.handle.net/10356/144459
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Institution: Nanyang Technological University
Language: English

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