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Simulation Studies as Designed Experiments: The Comparison of Penalized Regression Models in the “Large p, Small n” Setting

New algorithms are continuously proposed in computational biology. Performance evaluation of novel methods is important in practice. Nonetheless, the field experiences a lack of rigorous methodology aimed to systematically and objectively evaluate competing approaches. Simulation studies are frequen...

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Detalhes bibliográficos
Main Authors: Chaibub Neto, Elias, Bare, J. Christopher, Margolin, Adam A.
Formato: Artigo
Idioma:Inglês
Publicado em: Public Library of Science 2014
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4188526/
https://ncbi.nlm.nih.gov/pubmed/25289666
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0107957
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