Using Hypothesis-Led Machine Learning and Hierarchical Cluster Analysis to Identify Disease Pathways Prior to Dementia: Longitudinal Cohort Study - Huang, Shih-Tsung; Hsiao, Fei-Yuan; Tsai, Tsung-Hsien; Chen, Pei-Jung; Peng, Li-Ning; Chen, Liang-Kung (Journal of Medical Internet Research, 2023)
Keywords: Aged; Algorithms; Beneficiaries; Cerebrovascular disease; Cerebrovascular Disorders; Classification; Cluster Analysis; Clustering; Cohort analysis; Cohort Studies; Comorbidity; Computer applications to medicine. Medical informatics; Data visualization; Datasets; Dementia; Disease prevention; Humans; Hypertension; Hypotheses; Infections; Locomotion; Longitudinal Studies; Machine Learning; Medical coding; Mobility; National health insurance; Neurological disorders; Older people; Optimization; Original Paper; Population; Prediction models; Psychotropic drugs; Public aspects of medicine; R858-859.7; RA1-1270; Regression analysis; Risk factors; Sequences; Support vector machines; Visualization; Taiwan; development; infection; mobility; disease; data; neuropsychiatric; data set; cardiovascular; machine learning; symptoms; condition; mental conditions; dementia; cluster analysis