Table 7.
Comparison results with other methods on tree datasets.
| Dataset | Classifier | MRIs | ACC (%) | PRE (%) | REC (%) | F1 (%) |
|---|---|---|---|---|---|---|
| CNP | mMLDA (Janousova et al., 2015) | sMRI | 65.00 (7.00) | 65.00 (6.00) | 67.00 (9.00) | 64.00 (6.00) |
| MFMK-SVM (Liu J. et al., 2018) | sMRI, DTI | 67.00 (9.00) | 64.00 (12.00) | 65.00 (7.00) | 68.00 (9.00) | |
| KFCM (Baskar et al., 2019) | sMRI | 70.00 (7.00) | 71.00 (7.00) | 70.00 (6.00) | 69.00 (10.00) | |
| MK-SVM (Zhuang et al., 2019) | sMRI, fMRI | 70.00 (11.00) | 75.00 (4.00) | 72.00 (4.00) | 74.00 (7.00) | |
| mRMR-SVM (Zhang et al., 2021) | sMRI, fMRI | 71.00 (9.00) | 78.00 (7.00) | 71.00 (6.00) | 72.00 (10.00) | |
| DCL+XGBoost | sMRI, fMRI | 72.00 (8.00) | 81.00 (2.00) | 70.00 (3.00) | 75.00 (3.00) | |
| ADNI | mMLDA (Janousova et al., 2015) | sMRI | 70.00 (8.00) | 72.00 (8.00) | 70.00 (10.00) | 69.00 (9.00) |
| MFMK-SVM (Liu J. et al., 2018) | sMRI, DTI | 73.00 (9.00) | 72.00 (10.00) | 74.00 (6.00) | 75.00 (7.00) | |
| KFCM (Baskar et al., 2019) | sMRI | 75.00 (9.00) | 74.00 (1.00) | 76.00 (4.00) | 74.00 (8.00) | |
| MK-SVM (Zhuang et al., 2019) | sMRI, fMRI | 75.00 (11.00) | 74.00 (9.00) | 75.00 (8.00) | 75.00 (2.00) | |
| mRMR-SVM (Zhang et al., 2021) | sMRI, fMRI | 79.00 (12.00) | 82.00 (10.00) | 79.00 (6.00) | 81.00 (7.00) | |
| DCL+XGBoost | sMRI, fMRI | 80.00 (9.00) | 79.00 (9.00) | 80.00 (5.00) | 82.00 (7.00) | |
| OpenfMRI | mMLDA (Janousova et al., 2015) | sMRI | 54.00 (7.00) | 53.00 (10.00) | 55.00 (7.00) | 53.00 (9.00) |
| MFMK-SVM (Liu J. et al., 2018) | sMRI, DTI | 57.00 (5.00) | 58.00 (7.00) | 56.00 (10.00) | 57.00 (6.00) | |
| KFCM (Baskar et al., 2019) | sMRI | 63.00 (11.00) | 64.00 (8.00) | 64.00 (4.00) | 64.00 (9.00) | |
| MK-SVM (Zhuang et al., 2019) | sMRI, fMRI | 66.00 (8.00) | 65.00 (12.00) | 67.00 (8.00) | 64.00 (10.00) | |
| mRMR-SVM (Zhang et al., 2021) | sMRI, fMRI | 67.00 (5.00) | 70.00 (7.00) | 71.00 (6.00) | 72.00 (10.00) | |
| DCL+XGBoost | sMRI, fMRI | 67.00 (8.00) | 69.00 (10.00) | 68.00 (9.00) | 68.00 (10.00) |