Table 8 Top selected features using the ensemble approach with ADNI data (RPT threshold with β set as 10). Ranking positions of each feature are reported within brackets for the 2,3, and 4 years time windows, respectively
Common features across all time windows | |
Trail Making Test (Part B) - time (1,1,1) | AVDELTOT: AVLT Recognition (14,15,20) |
Forgetting Index (2,2,2) | Boston Test Naming (15,12,11) |
AVTOT15: RAVLT 15 (3,3,4) | ADAS-Cog Q4: Delayed word recall (16,17,16) |
ADAS-Cog Total 13 (4,4,5) | ADAS-Cog Q8: Word recognition (17,16,15) |
Trail Making Test (Part A) - time (5,5,3) | MMSE (total) (18,20,17) |
ADAS-Cog Total 11 (6,7,8) | ADAS-Cog Q1: Word recall (19,21,19) |
AVTOT6: RAVLT 6 (7,6,7) | Letter Fluency (20,22,21) |
Logical Memory Immediate (8,8,9) | Age (21,18,18) |
Category Fluency (9,10,6) | Years of symptoms (22,19,22) |
AVDEL30: RAVLT delay (10,9,10) | CDR: Orientation (25,26,26) |
FAQ: Activities of Daily Living (11,13,13) | CDR: Home (26,23,23) |
Logical Memory Delayed (12,11,12) | AVTOTB: AVLT Interference (27,25,25) |
MOCADMDL (13,14,15) | |
Common features across one or two time windows | |
ADAS-Cog Q7: Orientation (23,24,-) | MMORIENTOT (29,-,-) |
GDS (24,27,-) | ADAS-Cog Q13: Number cancelation (−,29,-) |
Years of formal education (28,-,27) | CDR: Judgment and problem solving (−,-,29) |
MMDLRECALL (−,28,24) | CDR: Community Affair (−,-,30) |