DCA-Enhanced Alzheimer’s detection with shearlet and deep learning integration

• Published in: Computers in biology and medicine Vol. 185; p. 109538
• Main Author: Alinsaif, Sadiq
• Format: Journal Article
• Language: English
• Published: United States Elsevier Ltd 01.02.2025; Elsevier Limited
• Subjects: Accuracy; Aged; Aged, 80 and over; Alzheimer Disease - diagnostic imaging; Alzheimer's disease; Artificial neural networks; Central nervous system; CNN; Cognitive ability; Cognitive Dysfunction - diagnostic imaging; Correlation analysis; Datasets; Decision tree; Decision trees; Deep Learning; Dementia disorders; Diagnosis; Feature extraction; Feature selection; Female; Humans; Image Interpretation, Computer-Assisted - methods; Impairment; Internal Medicine; Machine learning; Magnetic Resonance Imaging; Male; Medical imaging; Medical treatment; Neural networks; Neural Networks, Computer; Neurodegenerative diseases; Neuroimaging; Other; Quality of life; Radiology; Support vector machines; SVM; Radiology; Feature extraction; Feature selection; CNN; SVM; Decision tree

Alzheimer’s dementia (AD) is a neurodegenerative disorder that affects the central nervous system, causing the cells to stop working or die. The quality of life for individuals with AD steadily declines over time. While current treatments can relieve symptoms, a definitive cure remains elusive. Howe...