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Penalized estimation of the Gaussian graphical model from data with replicates

Gaussian graphical models are usually estimated from unreplicated data. The data are, however, likely to comprise signal and noise. These two cannot be deconvoluted from unreplicated data. Pragmatically, the noise is then ignored in practice. We point out the consequences of this practice for the re...

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Detalles Bibliográficos
Autores principales: van Wieringen, Wessel N., Chen, Yao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8360145/
https://www.ncbi.nlm.nih.gov/pubmed/33987868
http://dx.doi.org/10.1002/sim.9028