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Shrinkage estimators of large covariance matrices with Toeplitz targets in array signal processing

The problem of estimating a large covariance matrix arises in various statistical applications. This paper develops new covariance matrix estimators based on shrinkage regularization. Individually, we consider two kinds of Toeplitz-structured target matrices as the data come from the complex Gaussia...

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Detalles Bibliográficos
Autores principales: Zhang, Bin, Yuan, Shoucheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9643463/
https://www.ncbi.nlm.nih.gov/pubmed/36347884
http://dx.doi.org/10.1038/s41598-022-21889-8