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Comparison of Transfer Learning and Conventional Machine Learning Applied to Structural Brain MRI for the Early Diagnosis and Prognosis of Alzheimer's Disease

Alzheimer's Disease (AD) is the most common neurodegenerative disease, with 10% prevalence in the elder population. Conventional Machine Learning (ML) was proven effective in supporting the diagnosis of AD, while very few studies investigated the performance of deep learning and transfer learni...

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Detalles Bibliográficos
Autores principales: Nanni, Loris, Interlenghi, Matteo, Brahnam, Sheryl, Salvatore, Christian, Papa, Sergio, Nemni, Raffaello, Castiglioni, Isabella
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7674838/
https://www.ncbi.nlm.nih.gov/pubmed/33250847
http://dx.doi.org/10.3389/fneur.2020.576194