Research Article
SCMAG: A Semisupervised Single-Cell Clustering Method Based on Matrix Aggregation Graph Convolutional Neural Network
Table 3
Performance comparison in different methods.
| Dataset | Iteration | Label propagation | Label spreading | Self-training | GCN | SCMAG |
| Patel | 25 | 50.3 | 44.6 | 50.2 | 62.3 | 60.4 | 50 | 67.8 | 59.1 | 58.5 | 76.5 | 75.7 | 75 | 69.6 | 65.2 | 61.4 | 78.3 | 79.1 | Xin | 25 | 70.5 | 63.4 | 60.4 | 74.6 | 78.9 | 50 | 77.1 | 74.6 | 68.2 | 87.1 | 90.6 | 75 | 79.8 | 75.2 | 72.7 | 89.6 | 91.4 | Usoskin | 25 | 35.4 | 39.2 | 37.5 | 36.8 | 38.2 | 50 | 38.1 | 41.4 | 43.3 | 43.7 | 44.1 | 75 | 41.6 | 43.2 | 44.8 | 44.9 | 45.2 |
|
|