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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Dettagli Bibliografici
Pubblicato in:Front Neurol
Autori principali: Nanni, Loris, Interlenghi, Matteo, Brahnam, Sheryl, Salvatore, Christian, Papa, Sergio, Nemni, Raffaello, Castiglioni, Isabella
Natura: Artigo
Lingua:Inglês
Pubblicazione: Frontiers Media S.A. 2020
Soggetti:
Neurology
Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC7674838/
https://ncbi.nlm.nih.gov/pubmed/33250847
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fneur.2020.576194
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