Classifiers | Training cohort | 10 fold cross validation | ||||||
---|---|---|---|---|---|---|---|---|
AUC (95% CI) | SEN | SPE | ACC | Mean AUC | Mean SEN | Mean SPE | Mean ACC | |
SVM | 0.936 (0.906,0.967) | 0.916 | 0.830 | 0.866 | 0.843 | 0.658 | 0.870 | 0.782 |
KNN | 0.907 (0.878,0.937) | 0.906 | 0.728 | 0.804 | 0.811 | 0.595 | 0.846 | 0.733 |
RF | 0.988 (0.980,0.996) | 0.978 | 0.951 | 0.963 | 0.823 | 0.627 | 0.871 | 0.767 |
DT | 0.893 (0.858,0.928) | 0.797 | 0.859 | 0.832 | 0.774 | 0.663 | 0.744 | 0.705 |
LR | 0.899 (0.864,0.933) | 0.877 | 0.804 | 0.835 | 0.876 | 0.688 | 0.860 | 0.789 |