TABLE 3.
Classifier | Modalities | pMCI/sMCI | ACC | AUC |
SVM | MRI, PET, CSF, APOE | 110/205 | 83.6% | – |
ELM | MRI, PET, CSF, APOE | 110/205 | 84.7% | 88.8% |
ELM | MRI, PET, CSF, APOE, neuropsychological scores | 110/205 | 85.1% | 92.6% |
ELM | MRI, PET, CSF, APOE, neuropsychological scores | 110/141 (ambiguous subjects excluded) | 87.1% | 94.7% |
ACC, accuracy; APOE, apolipoprotein E; AUC, area under receiver operating characteristic curve; CSF, cerebrospinal fluid; ELM, extreme learning machine; pMCI, progressive mild cognitive impairment; sMCI, stable mild cognitive impairment; SVM, support vector machine.