Explainable Artificial Intelligence for Magnetic Resonance Imaging Aging Brainprints: Grounds and challenges

IEEE Signal Processing Magazine(2022)

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摘要
Marked changes occur in the brain during people’s lives, and individual rates of aging have revealed pronounced differences, giving rise to subject-specific brainprints that are the signature of the brain. These are shaped by a great variety of factors, both endogenous and exogenous. Accurate predictions of brain age (BA) can be derived from neuroimaging endophenotypes by using machine and deep le...
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关键词
Neuroimaging, Deep learning, Magnetic resonance imaging, Aging, Predictive models
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