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Sign-Consistency Based Variable Importance for Machine Learning in Brain Imaging

An important problem that hinders the use of supervised classification algorithms for brain imaging is that the number of variables per single subject far exceeds the number of training subjects available. Deriving multivariate measures of variable importance becomes a challenge in such scenarios. T...

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Detalles Bibliográficos
Autores principales: Gómez-Verdejo, Vanessa, Parrado-Hernández, Emilio, Tohka, Jussi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6841656/
https://www.ncbi.nlm.nih.gov/pubmed/30919255
http://dx.doi.org/10.1007/s12021-019-9415-3