Deep learning based pipelines for Alzheimer's disease diagnosis: A comparative study and a novel deep-ensemble method

Alzheimer's disease is a chronic neurodegenerative disease that destroys brain cells, causing irreversible degeneration of cognitive functions and dementia. Its causes are not yet fully understood, and there is no curative treatment. However, neuroimaging tools currently offer help in clinical...

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Veröffentlicht in:	Computers in biology and medicine 2022-02, Vol.141, p.105032-105032, Article 105032
Hauptverfasser:	Loddo, Andrea, Buttau, Sara, Di Ruberto, Cecilia
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Alzheimer Disease - diagnostic imaging Alzheimer's disease Biomarkers Brain Brain - diagnostic imaging Brain mapping Brain research Classification Cognitive ability Comparative studies Computer-aided diagnosis Convolutional neural networks Datasets Deep Learning Degeneration Dementia Dementia disorders Diagnosis Experiments Feature selection Functional magnetic resonance imaging Humans Image classification Imaging techniques Machine learning Magnetic resonance imaging Magnetic Resonance Imaging - methods Medical diagnosis Medical imaging MRI image Analysis Neural networks Neurodegeneration Neurodegenerative Diseases Neuroimaging Neuroimaging - methods Patients
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