Table 3. Comparison of methods for averaging performance in the identification of known cell types in training and testing data by different measurements for CyTOF1 and CyTOF2 datasets.
Measurement | DGCyTOF | DeepCyTOF | ||
---|---|---|---|---|
CyTOF1 | CyTOF2 | CyTOF1 | CyTOF2 | |
F–score ↑ | 0.9921 | 0.9992 | 0.9925 | 0.999 |
ARI ↑ | 0.9924 | 0.9991 | 0.992 | 0.9981 |
FMI ↑ | 0.9932 | 0.9993 | 0.993 | 0.9992 |
V-measure ↑ | 0.9822 | 0.987 | 0.9931 | 0.986 |
Note: All arrow indicators showed good trends