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Regularized regression when covariates are linked on a network: the 3CoSE algorithm

Covariates in regressions may be linked to each other on a network. Knowledge of the network structure can be incorporated into regularized regression settings via a network penalty term. However, when it is unknown whether the connection signs in the network are positive (connected covariates reinf...

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Detalles Bibliográficos
Autores principales: Weber, Matthias, Striaukas, Jonas, Schumacher, Martin, Binder, Harald
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9930759/
https://www.ncbi.nlm.nih.gov/pubmed/36819080
http://dx.doi.org/10.1080/02664763.2021.1982878