A distributed multitask multimodal approach for the prediction of Alzheimer’s disease in a longitudinal study - Tabarestani, Solale; Aghili, Maryamossadat; Eslami, Mohammad; Cabrerizo, Mercedes; Barreto, Armando; Rishe, Naphtali; Curiel, Rosie E.; Loewenstein, David; Duara, Ranjan; Adjouadi, Malek (NeuroImage (Orlando, Fla.), 2020)
Keywords: Aged; Aged, 80 and over; Alzheimer Disease - diagnostic imaging; Alzheimer Disease - physiopathology; Alzheimer's disease; Biomarkers; Brain research; Cognitive ability; Cognitive Dysfunction - diagnostic imaging; Cognitive Dysfunction - physiopathology; Disease; Disease Progression; Female; Fused sparse group Lasso; Gradient boosting; Humans; Learning algorithms; Longitudinal Studies; Longitudinal study; Machine Learning; Magnetic Resonance Imaging; Male; Medical imaging; Mental Status and Dementia Tests; Missing values; Multimodal regression; Multitask learning; Neurodegenerative diseases; Neuropsychological Tests; Positron-Emission Tomography; Progression; Regression Analysis; Risk factors; Studies; Multitask learning; Progression; Alzheimer’s disease; Fused sparse group Lasso; Missing values; Longitudinal study; Multimodal regression; Gradient boosting