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Alzheimer's Disease Risk Assessment Using Large-Scale Machine Learning Methods

The goal of this work is to introduce new metrics to assess risk of Alzheimer's disease (AD) which we call AD Pattern Similarity (AD-PS) scores. These metrics are the conditional probabilities modeled by large-scale regularized logistic regression. The AD-PS scores derived from structural MRI a...

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Detalles Bibliográficos
Autores principales: Casanova, Ramon, Hsu, Fang-Chi, Sink, Kaycee M., Rapp, Stephen R., Williamson, Jeff D., Resnick, Susan M., Espeland, Mark A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3826736/
https://www.ncbi.nlm.nih.gov/pubmed/24250789
http://dx.doi.org/10.1371/journal.pone.0077949