Table 2:
Missing rate | SVD | TOBMI | Lasso | TDimpute-self | TDimpute |
---|---|---|---|---|---|
10% | 0.972 | 0.971 | 0.965 | 0.980 | 0.983 |
30% | 0.867 | 0.867 | 0.842 | 0.908 | 0.927 |
50% | 0.737 | 0.703 | 0.702 | 0.807 | 0.848 |
70% | 0.587 | 0.521 | 0.565 | 0.678 | 0.749 |
90% | 0.391 | 0.308 | 0.390 | 0.397 | 0.601 |
Mean performance across 16 imputed cancer datasets is reported. TDimpute had the best results in all comparisons. All differences were statistically significant (pairedt-test, P-value < 0.05) between TDimpute and other methods.