TABLE 2.
Performance of the optimum classifiers based on different classification algorithms on six cell types.
| Cell type | Classification algorithm | Number of features | Macro F1 | Weighted F1 |
|---|---|---|---|---|
| B cell | Decision tree | 350 | 0.722 | 0.882 |
| Random forest | 210 | 0.909 | 0.936 | |
| CD4+ T cell | Decision tree | 90 | 0.653 | 0.823 |
| Random forest | 100 | 0.871 | 0.880 | |
| CD8+ T cell | Decision tree | 105 | 0.697 | 0.831 |
| Random forest | 130 | 0.875 | 0.881 | |
| Natural killer cell | Decision tree | 85 | 0.732 | 0.863 |
| Random forest | 140 | 0.905 | 0.919 | |
| Dendritic cell | Decision tree | 35 | 0.832 | 0.873 |
| Random forest | 30 | 0.859 | 0.892 | |
| Monocyte | Decision tree | 105 | 0.877 | 0.954 |
| Random forest | 80 | 0.903 | 0.963 |