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Random Forests Based Group Importance Scores and Their Statistical Interpretation: Application for Alzheimer's Disease

Machine learning approaches have been increasingly used in the neuroimaging field for the design of computer-aided diagnosis systems. In this paper, we focus on the ability of these methods to provide interpretable information about the brain regions that are the most informative about the disease o...

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Detalles Bibliográficos
Autores principales: Wehenkel, Marie, Sutera, Antonio, Bastin, Christine, Geurts, Pierre, Phillips, Christophe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6034092/
https://www.ncbi.nlm.nih.gov/pubmed/30008658
http://dx.doi.org/10.3389/fnins.2018.00411