Table 5. Performance comparison of suggested algorithm with existing literatures to classify AD vs. HC.
Method
Modalities
Data
Classifier
ACC
SEN
SPEC
Lama et al. [
26
]
sMRI
ADNI
ELM
77.88
77.88
68.85
Westman et al. [
27
]
sMRI
ADNI
OPLS
87
83.30
90.10
Zhang et al. [
25
]
sMRI
ADNI
SVM
86.2
86
86.3
Proposed method
sMRI+ APoE ε4
ADNI
MK-SVM
94.33
95.40
96.50