Table 4.
Biomarkers by BMI | Biomarkers from original literature | |||||
---|---|---|---|---|---|---|
Classifier | Specificity | Sensitivity | Accuracy | Specificity | Sensitivity | Accuracy |
Naïve Bayes | 0.7938++ | 0.7006++ | 0.7489++ | 0.7117 | 0.6644 | 0.6872 |
SVM | 0.8134++ | 0.7056++ | 0.7615++ | 0.6622 | 0.6593 | 0.6607 |
Neural Network | 0.7242++ | 0.6422 | 0.6848 | 0.6956 | 0.7459++ | 0.7217++ |
k-Nearest Neighbor | 0.8325++ | 0.6144 | 0.7275++ | 0.6378 | 0.6964++ | 0.6682 |
Random Forest | 0.7139++ | 0.7328++ | 0.7230++ | 0.6872 | 0.6680 | 0.6773 |
++ and + denotes superior performance as determined at of 1% and 5% significance levels respectively.