Table 2 Classification ability of CCA and other classification methods by Gata3 and Th datasets
Sensitivity (%) | |||||||
|---|---|---|---|---|---|---|---|
Th cells to identify | L-SVM | NL-SVM | LDA | KNN | RF | NB | CCA |
Th1 | 100 | 0 | 100 | 100 | 100 | 0 | 100 |
Th2 | 100 | 0 | 100 | 100 | 100 | 0 | 100 |
Th17 | 0 | 0 | 50 | 50 | 0 | 0 | 100 |
iTreg | 50 | 0 | 50 | 50 | 0 | 0 | 100 |
Accuracy (%) | |||||||
Th cells to identify | L-SVM | NL-SVM | LDA | KNN | RF | NB | CCA |
Th1 | 87.5 | 75 | 87.5 | 100 | 100 | 75 | 87.5 |
Th2 | 100 | 75 | 100 | 100 | 100 | 75 | 100 |
Th17 | 75 | 75 | 62.5 | 87.5 | 62.5 | 75 | 75 |
iTreg | 75 | 75 | 87.5 | 87.5 | 75 | 75 | 75 |