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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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書誌詳細
主要な著者: Casanova, Ramon, Whitlow, Christopher T., Wagner, Benjamin, Williamson, Jeff, Shumaker, Sally A., Maldjian, Joseph A., Espeland, Mark A.
フォーマット: Artigo
言語:Inglês
出版事項: Frontiers Research Foundation 2011
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オンライン・アクセス: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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