PhysioNet-2019数据集缺失率 | LOCF | GP-VAE | BRITS | SS-GAN | SAITS | TransImputeNet |
0.1 | 0.5983 | 0.5728 | 0.5639 | 0.5962 | 0.4617 | 0.4469 |
0.2 | 0.6092 | 0.6076 | 0.5746 | 0.6122 | 0.4850 | 0.4616 |
0.3 | 0.6359 | 0.6035 | 0.5874 | 0.6417 | 0.5050 | 0.4788 |
0.4 | 0.6507 | 0.6496 | 0.6121 | 0.6439 | 0.5150 | 0.4957 |
0.5 | 0.6551 | 0.6542 | 0.6291 | 0.6631 | 0.5320 | 0.5290 |
0.6 | 0.6890 | 0.6912 | 0.6503 | 0.6865 | 0.5573 | 0.5419 |
0.7 | 0.7143 | 0.7168 | 0.6904 | 0.7197 | 0.5778 | 0.5730 |
0.8 | 0.7565 | 0.7574 | 0.7087 | 0.8150 | 0.6133 | 0.6041 |
0.9 | 0.8270 | 0.9620 | 0.6806 | 0.8343 | 0.6663 | 0.6651 |