Table 6.
Classification performances of the proposed method with feature selection and without feature selection
Method | AD vs. HC | MCI vs. HC | ||||
---|---|---|---|---|---|---|
ACC (%) | SEN (%) | SPEC (%) | ACC (%) | SEN (%) | SPEC (%) | |
Without feature selection | 97.12 | 98.08 | 94.12 | 87.09 | 75.00 | 91.92 |
t‐test‐based feature selection | 96.11 | 98.01 | 92.12 | 86.15 | 75.12 | 91.95 |
LASSO‐based feature selection | 96.03 | 97.01 | 91.13 | 86.17 | 75.15 | 91.96 |
Note. Feature selection was performed based on a paired t‐test between two groups (AD vs. HC or MCI vs. HC) or LASSO only using training samples.