High Dimensional Classification of Structural MRI Alzheimer’s Disease Data Based on Large Scale Regularization

In this work we use a large scale regularization approach based on penalized logistic regression to automatically classify structural MRI images (sMRI) according to cognitive status. Its performance is illustrated using sMRI data from the Alzheimer Disease Neuroimaging Initiative (ADNI) clinical dat...

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Detalhes bibliográficos
Main Authors: Casanova, Ramon, Whitlow, Christopher T., Wagner, Benjamin, Williamson, Jeff, Shumaker, Sally A., Maldjian, Joseph A., Espeland, Mark A.
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Research Foundation 2011
Assuntos:
Neuroscience
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3193072/
https://ncbi.nlm.nih.gov/pubmed/22016732
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fninf.2011.00022
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