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Elastic SCAD as a novel penalization method for SVM classification tasks in high-dimensional data

BACKGROUND: Classification and variable selection play an important role in knowledge discovery in high-dimensional data. Although Support Vector Machine (SVM) algorithms are among the most powerful classification and prediction methods with a wide range of scientific applications, the SVM does not...

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Detalles Bibliográficos
Autores principales: Becker, Natalia, Toedt, Grischa, Lichter, Peter, Benner, Axel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3113938/
https://www.ncbi.nlm.nih.gov/pubmed/21554689
http://dx.doi.org/10.1186/1471-2105-12-138