Table 2.

Description of selected features with importance values

Selected Feature	Feature Importance Value
MMSE	0.299198
AGE	0.299198
PTEDUCAT	0.149885
GENDER (PTG)	0.018829
APOE Genotype	0.017209
RACE (PTRACCAT)	0.014797
Ethnicity (PTETHCAT)	0.013801
APOE4 Genotype (APOE4)	0.012114
Imputed Genotype (IG)	0.010787

MMSE and AGE have the highest important values, followed by PTEDUCAT, PTG, APOE Genotype, RACE, Ethnicity, APOE4, and IG. The following features ("Subject", "RID", "Image Data ID", "Modality", "Visit", "Acquired Date", "DX.bl", and "Exam Date") were excluded from the dataset due to low attribute significance values. The three classes that make up the DX Codes for Submission target attribute are AD, LMCI, and CN