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Variable selection and validation in multivariate modelling

MOTIVATION: Validation of variable selection and predictive performance is crucial in construction of robust multivariate models that generalize well, minimize overfitting and facilitate interpretation of results. Inappropriate variable selection leads instead to selection bias, thereby increasing t...

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Detalles Bibliográficos
Autores principales: Shi, Lin, Westerhuis, Johan A, Rosén, Johan, Landberg, Rikard, Brunius, Carl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6419897/
https://www.ncbi.nlm.nih.gov/pubmed/30165467
http://dx.doi.org/10.1093/bioinformatics/bty710