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Transfer learning for predicting conversion from mild cognitive impairment to dementia of Alzheimer's type based on a three-dimensional convolutional neural network.

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第一作者： Jinhyeong,Bae

第一单位： Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA. Electronic address: jinhyeongbae2017@u.northwestern.edu.

作者： Jinhyeong,Bae ^[1] ; Jane,Stocks ^[2] ; Ashley,Heywood ^[2] ; Youngmoon,Jung ^[3] ; Lisanne,Jenkins ^[4] ; Virginia,Hill ^[5] ; Aggelos,Katsaggelos ^[6] ; Karteek,Popuri ^[7] ; Howie,Rosen ^[8] ; M Faisal,Beg ^[7] ; Lei,Wang ^[9] ; Alzheimer's Disease Neuroimaging Initiative

作者单位： Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA. Electronic address: jinhyeongbae2017@u.northwestern.edu. ^[1] Department of Psychology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA. ^[2] School of Engineering, KAIST, Daejeon, South Korea. ^[3] Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA. ^[4] Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA. ^[5] School of Engineering, Northwestern University, Evanston, IL, USA. ^[6] School of Engineering Science, Simon Fraser University, Burnaby, Canada. ^[7] School of Medicine, University of California, San Francisco, CA, USA. ^[8] Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA; Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA. ^[9]

关键词 Convolutional neural network Dementia of Alzheimer's type Magnetic resonance imaging Mild cognitive impairment Predictive modeling