A novel approach to enhance feature selection using linearity assessment with ordinary least squares regression for Alzheimer’s Disease stage classification - Mabrouk, Besma; Bouattour, Nadia; Mabrouki, Noura; Sellami, Lamia; Ben Hamida, Ahmed; for the Alzheimer’s Disease Neuroimaging Initiative (Multimedia tools and applications, 2024)
Keywords: Alzheimer's disease; Brain; Classification; Cognitive ability; Computer Communication Networks; Computer Science; Correlation coefficients; Data Structures and Information Theory; Disease control; Impairment; Least squares method; Linearity; Magnetic resonance; Medical imaging; Multimedia Information Systems; Regression models; Special Purpose and Application-Based Systems; Tensors; Track 8: Medical Imaging; Alzheimer’s disease; Brain connectivity maps; Ordinary Least Squares (OLS); Linearity assessment; Logistic regression model; White matter fiber disruption; Diffusion Weighted Imaging (DWI)