Detection of early stages of Alzheimer's disease based on MEG activity with a randomized convolutional neural network.

Manuel Lopez-Martin,Angel Nevado,Belen Carro

Artificial Intelligence in Medicine（2020）

引用 33|浏览7

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摘要

•Novel method based on a 2D-CNN randomized ensemble model.•State-of-the-art results for the early detection of Alzheimer's disease.•Better detection results than classic machine learning methods.•The proposed model handles noisy and scarce training data.•Application of a 2D-CNN to time-series of MEG activity.

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关键词

Alzheimer’s disease detection,Deep learning,Convolutional neural network,Ensemble model,Magnetoencephalography

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